Understanding the socio-technical nexus of Nordic electric vehicle (EV) barriers: A qualitative discussion of range, price, charging and knowledge
Open accessAbstract
Electric vehicles are perceived as a key alternate to internal combustion engine vehicles for a transition to a decarbonized society. However, this transition towards the electrification of transport has not made equal progress globally, and faced several impediments to consumer adoption of EVs across the Nordic region and beyond. While there has been a multitude of reasons provided in the literature, we aim to characterize the barriers that remain to electrification today, as well as their perceived interconnections and futures. To provide insight into this query, the authors conducted 227 semi-structured interviews with transportation and electricity experts from 201 institutions across seventeen cities in Denmark, Finland, Iceland, Norway, and Sweden. The qualitative results and consequent cluster analysis show that common barriers like range, price and charging infrastructure continue to persist, despite technological advancements over the recent years. At the same time, results also show that barriers are highly interconnected and are commonly connected to consumer knowledge and experience. The article concludes with a discussion of policy implications of the findings and potential future research.
AI snapshot
Written from the paper’s full text.
TL;DR
This paper uses 227 expert interviews across five Nordic countries to map electric vehicle barriers and argues that range, price, public charging, and consumer knowledge form an interconnected socio-technical nexus. It finds that technical/economic barriers persist but are often rooted in consumer knowledge and experience, so policy should address the nexus rather than single barriers.
Key findings
- The interviews identified 53 barrier categories; the four most discussed were range (59.9% of experts), price (57.3%), public charging infrastructure (48.5%), and consumer knowledge/mental barriers (41.9%). Each expert suggested on average over 4 barriers.
- Range was the single most discussed barrier, but 18% of experts said it was either not or soon would not be a barrier (12% soon, 6% already); many linked range anxiety to consumer knowledge rather than technical insufficiency, noting EVs can meet well over 90% of trips. Price was often seen as a capital-cost problem despite better total cost of ownership, with 12.3% saying it was not or soon would not be a barrier. Public charging was framed as a “chicken and egg” problem; 12% called it not a barrier, and over 80% of those said it was already not a barrier.
- Barriers varied by country and expertise: Norway had much lower price concern (22%) than other Nordics (56–78%); Denmark had high concern about lack of consumer incentives (61%) and EV taxes (59%); Sweden had high concern about consumer knowledge (67%) and apartment charging (43%). Transport/city planning experts discussed consumer knowledge most (51%), while energy/electricity experts discussed it least (28%).
- Apartment charging was discussed by 21.6% of experts and was seen as a persistent barrier, less connected to the mental-barrier nexus and harder to resolve through information alone.
Methods
- The authors conducted 227 semi-structured interviews with participants from 201 institutions across seventeen cities in Denmark, Finland, Iceland, Norway, and Sweden from September 2016 to May 2017; the methods section says 15 cities, while the abstract and appendix say 17. Experts came from government, regulators, universities, utilities, automakers/dealerships, private companies, and industry/civil society groups.
- Interviews were recorded, transcribed, and coded in NVIVO using grounded theory, with themes derived from the data rather than predetermined. A cluster analysis using Jaccard’s coefficient of similarity was used to visualize coded theme connections and the proposed barrier nexus.
- The study used qualitative analysis and did not commence with preformed hypotheses.
Limitations
- Paper-stated: the nonrandom sample was limited by English-speaking participants, locations visited, and potential selection bias; respondents may have given socially desirable answers, deliberately tried to sway results, or suffered poor recall; qualitative responses were difficult to code. The authors attempted to mitigate these by validating with a literature review and triangulating responses.
- Evident from the text: the study captures expert perceptions, not consumer behavior directly; the sample skews male (80.5%) and is unevenly distributed by country (Norway 26.1%, Iceland 14.0%), which may shape the reported barrier frequencies.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
14 of 43 cited sources checked · 6 supported · 0 flagged · accuracy not yet measured
- Premisecitation
The literature has more recently tended to focus on consumers, often with limited experience with EVs, to explain barriers in EV adoption.
“the literature has more recently tended to focus on consumers, often with limited experience with EVs, to explain barriers in EV adoption”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Rezvani et al., 2015 source
- Premisecitation
Range is technically sufficient for well over 90% of trips taken by Nordic drivers.
“range is technically sufficient for well over 90% of trips taken by Nordic drivers (Liu et al., 2015;Pearre et al., 2011)”
Quote in the paperSubstantial claim1 of 2 sources checked- cites Liu et al., 2015 source
Section 3.1 says the four countries’ average daily driving distances can be supported by current EV technologies, and Tables 2–3 show that more than 90% of vehicle-days fall below some distance thresholds. But those tables measure daily distance per vehicle, not the percentage of individual trips within an EV’s range; the paper does not establish the quoted percentage for trips. (LLM, conf=0.84)
Experimental — accuracy not yet measured - cites Pearre et al., 2011 source
- Interpretationcitation
Public charging correlates to consumers' perceptions of range.
“Similarly, public charging, which is very rarely used in day-to-day use of EVs (Smart and Salisbury, 2015), correlates to consumers perceptions of range.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Smart and Salisbury, 2015 source
- Premisecitation
Private individuals are irrational over discount rates.
“A key aspect, is the irrationality of private individuals over discount rates (Allcott and Wozny, 2014;Hausman, 1979)”
Quote in the paperSubstantial claim1 of 2 sources checked- cites Allcott and Wozny, 2014 source
The Introduction (page unavailable) reports that auto consumers appear to value discounted future gasoline costs less than purchase price under specified assumptions, and §5.4.3 gives an implied discount rate above the paper’s baseline rate. But §B.1 says that an implied rate may reflect beliefs, time horizons, or inattention rather than consumers’ actual discount rates. The paper therefore does not establish that private individuals are irrational over discount rates. (LLM, conf=0.85)
Experimental — accuracy not yet measured - cites Hausman, 1979 source
- Premisecitation
A comprehensive public charging network is not as necessary as it is commonly believed.
“realizing that a comprehensive public charging network is not as necessary as it is commonly believed (Smart and Salisbury, 2015).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Smart and Salisbury, 2015 source
- Premisecitation
Public charging is very rarely used in day-to-day use of EVs.
“public charging, which is very rarely used in day-to-day use of EVs (Smart and Salisbury, 2015)”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Smart and Salisbury, 2015 source
- Premisecitation
It is typical for consumers to highly discount future savings.
“This is not an issue specific to Iceland or the Nordics, indeed, it is typical for consumers to highly discount future savings (Allcott and Wozny, 2014;Hausman, 1979).”
Quote in the paperNot a substantial claim1 of 2 sources checked- cites Allcott and Wozny, 2014 source
The Introduction reports that, under the paper’s assumptions, automobile buyers’ behavior implies a discount rate just under 15 percent for future gasoline costs. But the Empirical Strategy section cautions that an implied discount rate need not be consumers’ actual discount rate, and the Conclusion notes that estimates vary with assumptions and vehicle age. The paper therefore supports apparent undervaluation of future fuel savings in its setting, not the unqualified claim that consumers typically discount future savings highly. (LLM, conf=0.85)
Experimental — accuracy not yet measured - cites Hausman, 1979 source
- Findingown data
The qualitative results and cluster analysis show that common barriers like range, price and charging infrastructure continue to persist, despite technological advancements over the recent years.
“The qualitative results and consequent cluster analysis show that common barriers like range, price and charging infrastructure continue to persist, despite technological advancements over the recent years.”
Quote in the paperSubstantial claim - Findingown data
Range is a challenge for seldom yet very long trips, like when the car is used for a road trip vacation.
“but a challenge for the seldom yet very long trips, like when the car is used for a road trip vacation”
Quote in the paperNot a substantial claim - Findingown data
Range was by far the single most discussed barrier of EVs, brought up by practically 60% of respondents.
“Range was by far the single most discussed barrier of EVs, brought up by practically 60% of respondents.”
Quote in the paperNot a substantial claim - Findingown data
The nexus of barriers comprises range, price, public charging infrastructure, and mental barriers or knowledge.
“Here we propose the nexus of barriers comprised of range, price, public charging infrastructure, and mental barriers or knowledge.”
Quote in the paperSubstantial claim - Findingown data
Each expert suggested on average over 4 barriers.
“individual experts offered many suggestions of the obstacles EVs faced, as each expert suggested on average over 4 barriers.”
Quote in the paperNot a substantial claim - Findingreasoning
Denmark had a low rate of concern about public charging infrastructure.
“Also because of the low rate of concern about public charging infrastructure”
Quote in the paperNot a substantial claim - Findingown data
Those working more closely to vehicles (Vehicle Researchers and the EV/EVSE industry) discuss the lack of EV car models as a more pertinent barrier, which is less recognized by other groups.
“However, one should note that those working more closely to vehicles (Vehicle Researchers and the EV/EVSE industry) discuss the lack of EV car models as a more pertinent barrier, which is less recognized by other groups.”
Quote in the paperSubstantial claim - Findingreasoning
Swedish experts had a much higher response rate for consumer knowledge and apartment charging.
“Lastly, Swedish experts had a much higher response rate for consumer knowledge and apartment charging.”
Quote in the paperNot a substantial claim - Findingown data
The results identify topics considered by experts to be either no longer or will soon not be a barrier.
“Thirdly, the results identify topics considered by experts to be either no longer or will soon not be a barrier.”
Quote in the paperSubstantial claim - Findingown data
Experts who believed range wouldn't be a barrier in the future usually gave a relatively short time frame.
“Though these experts believed it wouldn't be a barrier in the future, the time frame was usually relatively short.”
Quote in the paperNot a substantial claim - Findingown data
Range, price, and public charging infrastructure were the three most commonly discussed topics for those either explicitly not a barrier or perceived to soon not be a barrier.
“At the same time, each of these were the three most commonly discussed topics for those either explicitly not a barrier or perceived to soon not be a barrier, as shown in Fig. 3.”
Quote in the paperNot a substantial claim - Findingown data
A clear nexus was formed from the connections between primary barriers (discussed by more than 25% of respondents) and even with secondary barriers (less than 25% of respondents).
“Consequently, as shown in Fig. 2, a clear nexus was formed from the connections between the primary barriers (discussed by more than 25% of respondents) and even with secondary barriers (less than 25% of respondents).”
Quote in the paperSubstantial claim - Findingown data
Experts often weaved barriers together, characterizing one barrier as dependent on another.
“As such, experts often weaved barriers together characterizing one barrier as dependent on another.”
Quote in the paperSubstantial claim - Findingown data
Particularly in Finland and Norway, experts commonly discussed range in context of reaching their summer cottage.
“Particularly in Finland and Norway, it was also common for the experts to discuss range in context of reaching their summer cottage.”
Quote in the paperNot a substantial claim - Findingown data
Range, price, and public charging infrastructure were the three most commonly discussed barriers.
“The first three aspects of the nexus, range, price and public charging infrastructure fit squarely within the techno-economic on which the literature often focuses, and were also the three most commonly discussed barriers.”
Quote in the paperSubstantial claim - Findingown data
The general trend across respondent expertise is that range, price, public charging and consumer knowledge are generally among the top four most pertinent barriers.
“While the general trend is the same across the different categories, i.e. range, price, public charging and consumer knowledge are generally among the top four most pertinent barriers”
Quote in the paperSubstantial claim - Findingreasoning
A comparatively low percent of experts in Norway mentioned price.
“First, a comparatively low percent of experts in Norway mentioned price”
Quote in the paperNot a substantial claim - Findingreasoning
Denmark had a markedly higher response rate on EV taxes and lack of incentives.
“which explains the Danish expert's markedly higher response rate on EV taxes and lack of incentives.”
Quote in the paperNot a substantial claim - Findingown data
There was a wide variety of barriers to EVs suggested by the experts, with a total of 53 different categories of barriers.
“There was a wide variety of barriers to EVs suggested by the experts, with a total of 53 different categories of barriers, as summarized in Table 2.”
Quote in the paperNot a substantial claim - Findingown data
The barriers encompassed technical, economic, social, business/industrial, and environmental topics.
“Moreover, the barriers encompassed a variety of topics, including technical (range and impacts to grid), economic (price, consumer incentives), social (consumer knowledge, political will), business/industrial (OEM disinterest, business models), and environmental (winter weather).”
Quote in the paperSubstantial claim - Findingown data
Of those 19 experts, only 8 were not from Norway.
“But of those 19, only 8 were not from Norway.”
Quote in the paperNot a substantial claim - Findingown data
Seven additional barriers were discussed by at least 10% of experts: apartment charging, lack of consumer incentives, lack of car models, grid integration, winter weather, lack of political will, and long charging time.
“Moving beyond the four most frequent barriers, each of which were discussed by at least 40% of the experts, there were seven additional barriers that were discussed by at least 10% of the experts: apartment charging, lack of consumer incentives, lack of car models, grid integration, winter weather, lack of political will, and long charging time.”
Quote in the paperNot a substantial claim- Rests on an assumption: The frequency with which experts discuss a barrier indicates that barrier's prominence or importance in the Nordic EV transition.
- Findingcitation
As R45 recognized in their experiment, consumers still saw range as a barrier despite experiencing the EV sufficing their daily travel demands.
“As R45 recognized in their experiment of giving people an EV to use, consumers still saw range as barrier despite experiencing the EV sufficing their daily travel demands”
Quote in the paperSubstantial claim - Findingown data
Of the few experts who explicitly stated that price was not a barrier, many connected it to consumer knowledge and total cost of ownership.
“Of the few experts who explicitly stated that price was not a barrier, many of them connected it to consumer knowledge and TCO.”
Quote in the paperNot a substantial claim - Findingown data
In Norway, charging infrastructure was still a challenge, framed as more of a challenge to extend the existing network to meet increasing demand.
“In Norway, where EV integration is far ahead of the rest of the Nordics, charging infrastructure was still a challenge, though it was framed as more of a challenge to extend the existing network to meet increasing demand.”
Quote in the paperNot a substantial claim - Findingown data
Public charging infrastructure was discussed by just under half of the experts.
“Compared to the first two barriers there is a slight drop-off in the extent of experts discussing public charging infrastructure, comprising just under half of the experts.”
Quote in the paperNot a substantial claim - Findingown data
Consumer knowledge also affected how consumers viewed the benefits of EVs.
“Moving beyond the nexus, consumer knowledge also affected how consumers viewed the benefits of EVs.”
Quote in the paperNot a substantial claim - Findingown data
For many of the remaining technical challenges, range permeated throughout.
“For many of the remaining technical challenges, range permeated throughout.”
Quote in the paperNot a substantial claim - Findingown data
Experts who did not believe range was a substantial barrier often connected range to the barrier of consumer knowledge.
“Noteworthy, of the experts that did not believe range to be a substantial barrier, they often connected range to the barrier of consumer knowledge”
Quote in the paperNot a substantial claim - Findingown data
The nexus of range and price also connected to other barriers, such as long charging time.
“The nexus of range and price also connected to other barriers, such as long charging time”
Quote in the paperSubstantial claim - Findingown data
Finland had the second most experts claiming lack of political will was a major barrier, with 7 experts.
“Finland comprised the second most common country, with 7 experts claiming that the lack of political will was a major barrier to EVs.”
Quote in the paperNot a substantial claim - Findingown data
Lack of consumer incentives was suggested as a barrier by nearly 20% of experts.
“Lack of consumer incentives was suggested as a barrier by nearly 20% of experts, while lack of political will was submitted by 12%.”
Quote in the paperNot a substantial claim- Rests on an assumption: The frequency with which experts discuss a barrier indicates that barrier's prominence or importance in the Nordic EV transition.
- Findingown data
Price was the second most common barrier discussed by experts, representing 57% of experts.
“The second most common barrier discussed by experts was price, representing 57% of experts.”
Quote in the paperNot a substantial claim- Rests on an assumption: The frequency with which experts discuss a barrier indicates that barrier's prominence or importance in the Nordic EV transition.
- Findingown data
The price challenge was compounded by the conceptualization of the EV as a secondary car or an inferior car due to its perceived technical limitations.
“This challenge was compounded by the conceptualization of the EV as a secondary car or an inferior car, due to its perceived technical limitations.”
Quote in the paperNot a substantial claim - Findingown data
The capital costs of EVs could often be as high as twice the cost of a comparable ICEV.
“Price was often an obvious barrier, given that the capital costs of EVs could be often as high as twice the cost of a comparable ICEV, as shown in Table 5.”
Quote in the paperSubstantial claim - Findingown data
Of the 45 experts who discussed the lack of consumer incentives as the central barrier to EV adoption, about 60% were from Denmark.
“Of the 45 experts who discussed the lack of consumer incentives as the central barrier to EV adoption, about 60% were from Denmark.”
Quote in the paperNot a substantial claim- Rests on an assumption: The frequency with which experts discuss a barrier indicates that barrier's prominence or importance in the Nordic EV transition.
- Findingown data
The chicken-and-egg barrier was common across all the Nordics.
“This barrier was common across all the Nordics.”
Quote in the paperNot a substantial claim - Findingown data
The grid integration issue was split: for every two experts who believed it was a barrier, one believed it was explicitly not a barrier.
“Interestingly, the grid integration issue was split, as for every two experts who believed it was a barrier, there was one expert who believed it was explicitly not a barrier, see Fig. 3.”
Quote in the paperNot a substantial claim - Findingown data
Many remaining barriers focused on techno-economic aspects of EVs, like battery issues (lifetime, recycling, production) or challenging business models and electricity taxation.
“Many of the remaining barriers, though not widely discussed, focused on the techno-economic aspects of EVs, like various issues related to batteries (lifetime, recycling, production) or challenging business models and electricity taxation.”
Quote in the paperNot a substantial claim - Findingreasoning
Of those who did not believe there was a substantial barrier to electrification, approximately 60% were in Norway.
“Stated another way, of those who did not believe there to be a substantial barrier to electrification, ~60% were in Norway”
Quote in the paperNot a substantial claim - Findingown data
Beyond common barriers, 42 other challenges were discussed.
“Beyond these common barriers there was still a remarkable list of 42 other challenges discussed.”
Quote in the paperNot a substantial claim - Findingown data
12.3% of experts believed that price either is already not a barrier or soon would not be a barrier.
“As shown in Fig. 3, 12.3% of experts believed that price either is already not a barrier or soon would not be a barrier.”
Quote in the paperNot a substantial claim - Findingown data
Lack of political will was regionally disparate.
“It was a very similar story regarding the lack of political will, which was likewise very regionally disparate.”
Quote in the paperNot a substantial claim - Findingown data
The price barrier was also seen as a result of consumer mental barriers, typically focusing on lack of consumer knowledge.
“Moving onto the second aspect of the nexus, the price barrier was also seen as a result of consumer mental barriers, typically focusing on lack of consumer knowledge.”
Quote in the paperNot a substantial claim - Findingown data
Finland had 12 experts discussing lack of consumer incentives as a barrier.
“Finland, with 12 experts discussing lack of consumer incentives as a barrier.”
Quote in the paperNot a substantial claim - Findingreasoning
Experts attached the range element to many of the other 52 barriers discussed.
“experts attached the range element to many of the other 52 barriers discussed”
Quote in the paperSubstantial claim - Findingreasoning
Price was connected to the consumer knowledge aspects of the nexus.
“While it is clear that price is in some ways connected to the consumer knowledge aspects of the nexus (discussed further below), price and range were also correlated with each other.”
Quote in the paperNot a substantial claim - Findingown data
Charging infrastructure for townhouses and apartment complexes was discussed by just over 20% of experts.
“Charging infrastructure for townhouses and apartment complexes was discussed by just over 20% of the experts.”
Quote in the paperNot a substantial claim - Findingcitation
The idea that current public charging infrastructure was sufficient was particularly associated with Denmark.
“The idea that current public charging infrastructure was sufficient was particularly associated with Denmark, as R73 notes:”
Quote in the paperNot a substantial claim - Findingown data
Lack of political will was submitted as a barrier by 12% of experts.
“Lack of consumer incentives was suggested as a barrier by nearly 20% of experts, while lack of political will was submitted by 12%.”
Quote in the paperNot a substantial claim- Rests on an assumption: The frequency with which experts discuss a barrier indicates that barrier's prominence or importance in the Nordic EV transition.
- Findingown data
Price and range were correlated with each other.
“While it is clear that price is in some ways connected to the consumer knowledge aspects of the nexus (discussed further below), price and range were also correlated with each other.”
Quote in the paperNot a substantial claim - Findingreasoning
Consumer knowledge was more prominent in the discussion of barriers than other aspects of the nexus, such as public charging infrastructure.
“And unlike other aspects of the nexus (e.g., public charging infrastructure, which was commonly described as secondary to other barriers) consumer knowledge was more prominent in the discussion of barriers.”
Quote in the paperSubstantial claim - Findingown data
By far the most experts discussing lack of political will, nearly 60% of the 28 total experts, were from Denmark.
“By far the most experts, again nearly 60% of the 28 total experts, were from Denmark”
Quote in the paperNot a substantial claim - Findingown data
Impact of charging on the grid was a barrier.
“Finally, the remaining barrier was the impact of charging on the grid.”
Quote in the paperNot a substantial claim - Findingown data
Only 2% of experts explicitly stated that price was not a current barrier.
“Indeed while only 2% of experts explicitly stated that price was not a current barrier, many of the other experts did connect consumer awareness and knowledge to how price is viewed as a challenge.”
Quote in the paperNot a substantial claim - Findingown data
Public charging was framed as a consequence of the long distances common in much of the Nordics.
“Unsurprisingly, public charging was framed as a consequence of the long distances that were common in much of the Nordics.”
Quote in the paperNot a substantial claim - Findingown data
The connection between price and range was the strongest component of the nexus.
“The connection between price and range was the strongest component of the nexus”
Quote in the paperSubstantial claim - Findingown data
Only 2 out of 45 experts connected lack of consumer incentives to secondary benefits such as free parking, tolls, and driving in the bus lane.
“Only 2 out of the 45 experts connected the lack of consumer incentives to the secondary benefits, i.e., free parking, tolls, driving in the bus lane, etc.”
Quote in the paperNot a substantial claim - Findingown data
There was limited connection between apartment charging infrastructure and mental barriers.
“Unlike the other more technical aspects of the nexus discussed above, there was limited connection between apartment charging infrastructure and mental barriers.”
Quote in the paperNot a substantial claim - Findingown data
Experts connected consumer knowledge and experience to the public charging infrastructure barrier.
“Thirdly, experts also connected consumer knowledge and experience to the public charging infrastructure barrier.”
Quote in the paperNot a substantial claim - Findingown data
Many experts explicitly connected all three technical aspects of the nexus.
“In fact, many of the experts explicitly connected all three technical aspects of the nexus.”
Quote in the paperNot a substantial claim - Findingown data
The next most was Finland, with 12 experts discussing lack of consumer incentives as a barrier.
“The next most was Finland, with 12 experts discussing lack of consumer incentives as a barrier.”
Quote in the paperNot a substantial claim- Rests on an assumption: The frequency with which experts discuss a barrier indicates that barrier's prominence or importance in the Nordic EV transition.
- Findingown data
The split distribution on grid integration was near-mirrored across the Nordics.
“This remained true across the countries, as there was a near-mirrored distribution across the Nordics for both those experts who said it and those said it was not a barrier.”
Quote in the paperNot a substantial claim - Findingown data
The public charging infrastructure challenge was commonly connected to other parts of the nexus proposed in the paper.
“Indeed the public charging infrastructure challenge more generally was commonly connected to other parts of the nexus proposed in this paper.”
Quote in the paperNot a substantial claim - Findingown data
Only five experts discussed public charging in the context of soon not being a barrier.
“Lastly, though many experts believed public charging was already not a barrier, only five experts discussed public charging in context of soon not being a barrier.”
Quote in the paperNot a substantial claim - Findingown data
Unlike range, the vast majority of experts who believed price would not be a barrier believed price would still require some time before it was no longer a barrier.
“Unlike range, however, the vast majority of these experts believed that the price would still require some time before it was no longer a barrier.”
Quote in the paperNot a substantial claim - Findingown data
Nearly all experts who discussed lack of consumer incentives focused on the lack of subsidies to reduce prices by reducing registration taxes or annual car taxes, particularly outside Norway.
“While the magnitude varied across the Nordics, nearly all experts who discussed lack of consumer incentives focused on the lack of subsidies to reduce prices either by reducing registration taxes or annual car taxes, particularly outside of Norway.”
Quote in the paperNot a substantial claim - Interpretationreasoning
Perceived barriers depend on the respondent's particular expertise (or experience).
“Clearly, perceived barriers depend on the respondent's particular expertise (or experience)”
Quote in the paperSubstantial claim - Premisecitation
The central barriers identified in the academic literature are mostly technical or economic.
“The central barriers identified in the academic literature are mostly technical or economic.”
Quote in the paperSubstantial claim - Premisecitation
The simple increase of the physical size of the battery is not a sustainable or cost-effective solution.
“the simple increase of the physical size of the battery is not a sustainable or cost-effective solution”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Neubauer et al., 2012 source
- Premisecitation
Limitations in battery capacity constrain the driving range of an EV.
“limitations in battery capacity constrains the driving range of an EV”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Neubauer et al., 2012 source
- Interpretationreasoning
Resolution of other secondary barriers may be dependent on resolving the central four barriers in the nexus.
“implying resolution of other secondary barriers may be dependent on resolving the central four barriers in the nexus.”
Quote in the paperSubstantial claim - Premisecitation
A grounded approach helps minimize interpretative bias caused by researchers trying to force responses into preset cognitive frameworks.
“The reasoning behind this was that we maintain a grounded approach helps minimize interpretative bias caused by researchers trying to force responses into preset cognitive frameworks”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Blaikie, 2000
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Cook and Campbell, 1979
- Interpretationreasoning
Some barriers appear to be mainly technical, like apartment charging solutions.
“there are some barriers that appear to be mainly technical, like apartment charging solutions.”
Quote in the paperSubstantial claim - Interpretationreasoning
The prevalence of mental barriers may imply a lag between the diminution of technical barriers and the time when consumers have the knowledge and experience requisite to choose EVs as their primary or solely mobility option.
“the prevalence of mental barriers may imply that there will be a lag between the diminution of technical barriers and the time when consumers have the knowledge and experience requisite to choose EVs as their primary or solely mobility option.”
Quote in the paperSubstantial claim - Interpretationreasoning
Even in the Nordic region, EVs face a wide variety of barriers.
“Indubitably, even in the Nordic region EVs face a wide variety of barriers”
Quote in the paperSubstantial claim - Interpretationreasoning
Apartment charging might be the most persistent barrier in the near future of EVs.
“For these reasons, apartment charging might be the most persistent barrier in the near future of EVs.”
Quote in the paperSubstantial claim - Interpretationreasoning
Regardless of how relevant price and total cost of ownership are to EV implementation, there are to some extent mental barriers that affect consumers' willingness to purchase EVs or even to consider EVs.
“Regardless of how relevant price and TCO are to an EV implementation, it is clear that there are to some extent mental barriers that affect consumers' willingness to purchase EVs or even their willingness to consider EVs.”
Quote in the paperSubstantial claim - Interpretationcitation
Irrationality of private individuals over discount rates could play a central role in the transition to electrification.
“which could play a central role in the transition to electrification.”
Quote in the paperSubstantial claim - Interpretationreasoning
Consumer acceptance of transitioning to a vehicle incapable of providing all trips remains a substantial barrier, regardless of potential solutions or the infrequency of such trips.
“but consumer acceptance of transitioning to a vehicle that is incapable of providing all trips remains a substantial barrier, regardless of potential solutions or the infrequency.”
Quote in the paperSubstantial claim - Interpretationreasoning
Such solutions are not readily apparent for apartment charging.
“such solutions are not readily apparent for apartment charging.”
Quote in the paperSubstantial claim - Interpretationcitation
Mental barriers regarding range may be difficult to resolve.
“Finally, the mental barriers regarding range may be difficult to resolve.”
Quote in the paperSubstantial claim - Interpretationown data
Price was perceived as a much more important dimension than other consumer incentives.
“implying that price was perceived as much more important dimension than other consumer incentives.”
Quote in the paperNot a substantial claim - Interpretationreasoning
Consumer knowledge and experience lie at the roots of many of the perceived technical barriers.
“though our work implies that consumer knowledge and experience lie at the roots of many of the perceived technical barriers”
Quote in the paperSubstantial claim - Interpretationown data
The barriers electric vehicles face form a nexus of interconnected barriers.
“suggesting a nexus of interconnected barriers electric vehicles face as shown in Fig. 2 above.”
Quote in the paperSubstantial claim- Rests on an assumption: The connections experts draw between barriers reflect real-world interconnected barriers that EVs face, not merely patterns in expert discourse.
- Interpretationreasoning
The barriers proposed by the interviewed experts are more deeply rooted in sociotechnical dimensions such as consumer knowledge and experience.
“However, a closer look at this nexus will reveal that these barriers proposed by the experts we interviewed are more deeply rooted in sociotechnical dimensions such as consumer knowledge and experience.”
Quote in the paperSubstantial claim
- May combine two claims. 52
- Classified as probably not a substantial claim. 94
- The quote only partly states this claim. 1
May combine two claims.
PremisecitationNordic nations have traditionally been positioned at the top of various indicators in favor of EV diffusion, such as being able to afford EVs and pushing aggressive decarbonization agendas within the energy and transport sectors.
“The research is placed in a Nordic context as these nations have traditionally been positioned at the top various indicators in favor of EV diffusion (for example, that they can afford EVs, often considered an expensive technology), as well as being recognized for pushing aggressive decarbonization agendas within the energy and transport sectors”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Sovacool, 2017 source
The Introduction describes the Nordic countries as wealthy and their energy and climate policies as highly ambitious; §3.3, Transport, describes substantial transport-electrification goals (page numbers not supplied). But the paper does not rank the countries on indicators favoring EV diffusion or establish that consumers can afford EVs. Section 4.2 instead notes relatively slow EV diffusion across the region. (LLM, conf=0.86)
Experimental — accuracy not yet measured
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationMuch of the current literature looks to explain the barriers that individual consumers encounter when purchasing EVs, either using qualitative methods or choice experiments.
“As such, much of the current literature looks to explain the barriers that individual consumers encounter when purchasing EVs, either using qualitative methods (Egbue and Long, 2012;Schuitema et al., 2013;Franke and Krems, 2013), or also commonly, choice experiments to analyze willingness-to-pay for electric vehicles (Jensen et al., 2013;Noel et al., 2019;Hidrue et al., 2011).”
Quote in the paperNot a substantial claim1 of 3 sources checked- cites Egbue and Long, 2012 source
- cites Schuitema et al., 2013 source
The Introduction (p. 4) says the paper examines how private consumers’ perceptions of EV attributes influence adoption, which supports the consumer-barriers aspect of the claim. But Schuitema et al. is cited specifically as an example of qualitative methods, whereas the Method (pp. 12–13) describes a two-wave online survey of 2,728 participants. (LLM, conf=0.88)
Experimental — accuracy not yet measured - cites Franke and Krems, 2013 source
Classified as probably not a substantial claim.
InterpretationcitationFor many experts, range was not actually a technical barrier but rather a knowledge and experience barrier.
“First, for many experts, range was not actually a technical barrier, but rather was a knowledge and experience barrier, given that EVs could suffice the vast majority of the average trips an average resident in the Nordic countries would take (Liu et al., 2015).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Liu et al., 2015 source
Section 3.1 (page not provided) reports that average daily driving is under 50 km in all four Nordic countries and can be supported by current EV technology. It also finds that most vehicles travel short daily distances. The paper does not attribute range concerns to a lack of knowledge or experience, or report experts' views on that barrier. (LLM, conf=0.87)
Experimental — accuracy not yet measured
Probably not a substantial claim: may not pass S2 (checkable).
InterpretationcitationThe complexity of the nexus of sociotechnical barriers requires a more comprehensive approach of combining policy processes, elements and characteristics to develop a consistent and coherent EV policy mix.
“The complexity of the nexus of sociotechnical barriers discussed above arguably requires a more comprehensive approach of combining policy processes, elements and characteristics to develop a consistent and coherent EV policy mix (Grubb et al., 2017;Rogge and Reichardt, 2016).”
Quote in the paperNot a substantial claim2 of 2 sources checked- cites Grubb et al., 2017 source
In “2. Context and links to existing literature” (page unavailable), Grubb et al. describe policy elements, processes and characteristics, including consistency and coherence. “A map for the evolution of policy packages” explains why complex barriers call for policy mixes that address multiple obstacles. The paper supports the general approach, but does not specifically establish what an EV policy mix requires. (LLM, conf=0.84)
Experimental — accuracy not yet measured - cites Rogge and Reichardt, 2016 source
Classified as probably not a substantial claim.
PremisecitationEVs could suffice the vast majority of the average trips an average resident in the Nordic countries would take.
“First, for many experts, range was not actually a technical barrier, but rather was a knowledge and experience barrier, given that EVs could suffice the vast majority of the average trips an average resident in the Nordic countries would take (Liu et al., 2015).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Liu et al., 2015 source
May combine two claims.
PremisecitationConsumers focus on capital cost of vehicles rather than total cost of ownership calculations, which favors ICEVs despite not being the least-costly option in the medium to long term.
“And for price, it is clear that consumers focus on capital cost of vehicles rather than on the total cost of ownership calculations, which favors ICEVs despite not being the least-costly option in the medium to long term.”
Quote in the paperSubstantial claim1 of 2 sources checked- cites Allcott and Wozny, 2014 source
The Introduction and Conclusion (page numbers unavailable) report that, under the paper’s base assumptions, consumers value $1 in discounted future gasoline costs at only 76 cents in vehicle purchase price. That supports the claim that purchase price receives greater weight than future fuel costs, though the paper notes uncertainty in the estimate. It does not compare ICEVs with electric vehicles or establish which is least costly over the medium to long term. (LLM, conf=0.88)
Experimental — accuracy not yet measured - cites Hausman, 1979 source
Probably not a substantial claim: may not pass S3 (load-bearing).
FindingcitationSome experts expected a range of 300 kilometers to be enough.
“Some estimates of range were tamer, with experts expecting a range of 300 kilometers to be enough”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataIn non-private transportation, range was characterized not as a seldom problem, but rather as a preeminent one, as for heavy transportation.
“On the other hand, in terms of non-private transportation, range was characterized not as a seldom problem, but rather a preeminent one, as R62 notes for heavy transportation”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing). May combine two claims.
Findingown dataR186 cautioned that continuing the fight to extend range was neverending and inefficient due to extra battery weight, and that focus should be on adjusting expectations.
“Nonetheless, R186 cautioned that continuing the fight to extend range was not only neverending, but also inefficient (as you would be carrying around extra battery weight), instead the focus should be on adjusting expectations”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingnone givenExperts saw the long distance of the Nordics, in terms of geographical dimensions and sparsely populated areas, to be one of the greatest challenges for transportation in general.
“This issue is exacerbated by the fact that experts saw the long distance of the Nordics, in terms of geographical dimensions and sparsely populated areas, to be one the greatest challenges for transportation in general.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataEstimates of the necessary increases to the range of EVs were diverse and appeared to be connected only to comparisons to ICEVs.
“However, the estimate of the necessary increases to the range of EVs were diverse, and appeared to be connected only to comparisons to ICEVs.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing). May combine two claims.
Findingown dataR70 believed both range and price barriers would be resolved by 2020 as more OEMs transition to electric vehicles.
“Similarly, R70 believed that both the range and price barriers will be resolved by 2020 as more OEMs transition to electric vehicles”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe nexus of four barriers represents both the most discussed barriers and the most interconnected barriers.
“This nexus of four barriers is important because it represents both the most discussed barriers (as shown by the size of the circle), and also the most interconnected barriers (as shown by the connecting lines)”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataOf those, 12% said range would no longer be a barrier in the near future, compared to 6% saying it is already not a barrier.
“The vast majority of these experts, however, viewed range not being a barrier soon, with 12% of experts saying it would no longer be a barrier in the near future, compared to 6% of experts saying it is already not a barrier.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataFor private transport, the focus was on extending the range of EVs to mirror ICEVs.
“However, for private transport, the fight seemed to be on focusing extending the range of EVs to mirror ICEVS.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataRange was the barrier described by the most experts as not a barrier, with 18% of experts explicitly saying it was either not or soon will not be a barrier.
“Further complicating matters, range was also the barrier that was described by the most experts as not a barrier, as 18% of experts explicitly saying it was either not or soon will not be a barrier.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThere is relative consistency throughout the top ten barriers across the five Nordic countries, with three notable exceptions.
“Though there is relative consistency throughout these barriers, there are three notable exceptions.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingown dataSwedish experts believed apartment charging to be the next big and so far unresolved challenge, with a large proportion of Swedes living in apartment buildings.
“Regarding apartment charging, Swedish experts believed this to be the next big and so far unresolved challenge, with a large proportion of Swedes living in apartment buildings (see Section 3.5).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThose with a transport background discussed consumer knowledge barriers the most, while those with an energy, environment and funding background discussed consumer knowledge the least.
“More interestingly, those with a transport background (transport system experts/EV industry) discussed consumer knowledge barriers the most, while those with an energy, environment and funding background discussed consumer knowledge the least.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataExperts within the environmental/climate change field and the energy/electricity system field both discussed price more commonly than range.
“For example, experts within the environmental/climate change field and the energy/electricity system field both discussed price more commonly than range.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Findingown dataThe majority of experts believed that the requisite range was substantially higher, somewhere between 400 and 600 kilometers.
“However, the majority of experts believed that the requisite range was substantially higher, somewhere between 400 and 600 kilometers.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataR63 suggested renting an ICEV for seldom trips as a solution to range limitations.
“R63 offered another, easy but potentially unpopular solution to this challenge, that is, to rent an ICEV for these seldom trips”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataBarriers are highly interconnected and are commonly connected to consumer knowledge and experience.
“At the same time, results also show that barriers are highly interconnected and are commonly connected to consumer knowledge and experience.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataSome experts viewed PHEVs as the solution to range anxiety, even if only to cover those few additional trips EVs would not be able to make.
“As a result, some viewed PHEVs as the solution to range anxiety, even if only to cover those few additional trips EVs would not be able to make.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingown dataMany experts recognized that range only rarely posed a challenge, particularly for short daily commuting, but many still maintained it was the central challenge.
“While many experts recognized that range of EVs only rarely posed a challenge, particularly given the short distances of daily commuting, many still maintained that this was the central challenge.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingnone givenMany experts expected the range barrier to continue until EV ranges could compete to various levels of internal combustion engine vehicles (ICEVs).
“Moreover, many experts expected this barrier to continue until EV ranges could compete to various levels of internal combustion engine vehicles (ICEVs).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataVehicle Researchers did not discuss lack of consumer incentives at all, whereas this was a pressing concern for Transport experts/City planners as well as those within the EV/EVSE industry.
“Similarly, Vehicle Researchers did not discuss lack of consumer incentives at all, whereas this was a pressing concern for Transport experts/City planners as well as those within the EV/EVSE industry.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing).
Findingown dataR28 believed the range issue would be resolved within two years.
“For example, R28 believed the range issue would be resolved within two years”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Findingnone givenThe paper discusses a total of 53 barriers.
“Fourthly, this paper offers a first to attempt to characterize a comprehensive perspective of EV barriers, and discusses a total of 53 barriers”
Quote in the paperSubstantial claimMay combine two claims.
FindingcitationMost experts saying public charging is not a barrier were split into two categories: current public infrastructure was sufficient, or public charging was not necessary and was a mental barrier due to lack of knowledge or experience.
“Most of the experts saying public charging is not a barrier were generally split into two categories; either the current amount of public infrastructure was sufficient, or that public charging was not necessary and was instead a type of mental barrier due to lack of knowledge or experience (Smart and Salisbury, 2015).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Smart and Salisbury, 2015
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
FindingcitationSome experts believed that because consumers were generally distrustful of EVs, consumers would not even believe the idea that the total cost of ownership of EVs is lower.
“Exacerbating this issue, some experts believed that because consumers were generally distrustful of EVs, consumer would not even believe the idea that the TCO of EVs is lower (much less discount properly), as R32 describes”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataMany experts believed that resolving apartment charging would be very difficult as it relies on other stakeholders.
“Many experts believed that resolving apartment charging would be very difficult as it relies on other stakeholders, as R35 notes”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataOther experts believed that price was not very influential on consumer behavior.
“On the other hand, while experts noted various issues with consumer awareness and the economics of EVs, other experts believed that price was not very influential on consumer behavior.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingreasoningNearly all discussion of consumer knowledge and experience focused on the three technical aspects of the nexus.
“Nearly all of the discussion of consumer knowledge and experience focused on the three technical aforementioned aspects of the nexus.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown data12% of experts characterized public charging as not a barrier, and over 80% of those classified public charging as already not a barrier.
“As shown in Fig. 3, 12% of experts characterize public charging as not a barrier, and over 80% of those classified public charging as already not a barrier, meaning that it did not need time to for the barrier to be assuaged.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Findingown dataMany experts acknowledged that even if EVs have a better total cost of ownership than ICEVs, this would not resonate with how consumers acted.
“Many experts acknowledged that even if EVs do have a better TCO than ICEVs, this simply would not resonate with the manner in which consumers acted.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown data9 experts believed there were no explicit barriers to EVs, and an additional 10 believed the only barrier was time.
“It is worth to note that, curiously, 9 experts believed that there were no explicit barriers to EVs, and an additional 10 believed that the only barrier was time.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingreasoningThe remaining 5 experts discussing lack of political will were from Iceland, Sweden and Norway.
“The remaining 5 experts were from Iceland, Sweden and Norway.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataPublic charging infrastructure was the third aspect of the nexus and the third most commonly discussed barrier.
“The third aspect of the nexus and third most commonly discussed barrier was the need for public charging infrastructure.”
Quote in the paperNot a substantial claim- Rests on an assumption: The frequency with which experts discuss a barrier indicates that barrier's prominence or importance in the Nordic EV transition.
Classified as probably not a substantial claim.
Findingnone givenMany experts viewed developing a comprehensive charging network as very expensive.
“many experts viewed developing a comprehensive charging network as very expensive”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataLess than 15% of experts discussed apartment charging in the context of EV range, making it far less connected to the nexus than most other barriers.
“Similarly, less than 15% of experts discussed apartment charging in the context of EV's range, making it far less connected to the nexus than most other barriers.”
Quote in the paperNot a substantial claimThe quote only partly states this claim.
Findingown dataThe idea that price and range was a tradeoff between each other was common among experts.
“The idea that price and range was a tradeoff between each other was common.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingnone givenIn Sweden, fifty percent of people live in apartment buildings.
“in Sweden, it's fifty percent of people live in apartment buildings”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataConsumer knowledge and experience was the next most discussed barrier and completed the proposed nexus.
“To round out the top four most common barriers and complete the proposed nexus, the next most discussed barrier focused on the consumer: either their lack of knowledge or experience, or other mental barriers.”
Quote in the paperSubstantial claim- Rests on an assumption: The frequency with which experts discuss a barrier indicates that barrier's prominence or importance in the Nordic EV transition.
May combine two claims.
FindingreasoningAlthough total cost of ownership was widely recognized as a potential benefit, many experts connected the economic aspects of EVs to a type of mental barrier.
“Although TCO was widely recognized as a potential benefit, many experts connected the economic aspects of EVs to a type of mental barrier.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataThe idea that EVs could meet over 90% of daily driving demands was often brought up by experts when discussing the connection between range and mental barrier aspects of the nexus.
“The idea that EVs could meet over 90% of daily driving demands was often brought up by experts when discussing the connection between range and mental barrier aspects of the nexus.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataSome experts believed that range was not a barrier because EVs were technically sufficient for the wide margin of trips.
“However, some of the experts believed that there was no barrier, due to the technical sufficiency of EVs to make the wide margin of trips.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataEven though many other countries viewed Norway as having resolved the price barrier through incentives, 11 experts in Norway still maintained price was the primary barrier facing the EV transition.
“And even though many other countries viewed Norway as having resolved the price barrier through their plethora of incentives, 11 experts in Norway still maintained price was the primary barrier that the transition to EVs is facing.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataMany experts believed that the focus should be on developing home and work charging instead of high power public charging.
“As a result, many experts believed that the focus should be on developing home and work charging instead of high power public charging.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing).
FindingreasoningR98 believed a reduction of consumers' mental barriers will likely lag behind technical improvements to the range-price-charging nexus.
“As a result, R98 believed a reduction of consumer's mental barriers will likely lag behind technical improvements to the range-price-charging nexus”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S1 (asserted), S4 (based).
Findingnone givenNumerous experts agree that the technical aspects of the nexus (range-price-charging) will be resolved within a short time frame.
“while numerous experts agree that the technical aspects of the nexus (rangeprice-charging) will be resolved within a short time frame”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingcitationAccording to R53, consumers will treat EVs and their higher price with increased skepticism because of the emotional connection to ICEVs.
“Compounding the problem, consumer's aversion to TCO is that, as R53 says, consumers will treat EVs and their higher price with increased skepticism because of the emotional connection to ICEVs”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataTo many experts, consumer knowledge was the primary barrier to EVs.
“To many experts, consumer knowledge was the primary barrier to EVs, as R104 who put it succinctly:”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataMost experts attributed consumer ignorance to the perception that public charging infrastructure was an impediment, often connecting technical sufficiency of EV range and availability of home charging.
“In this case, most of the experts attributed consumer ignorance to the perception that public charging infrastructure was an impediment, often connecting the technical sufficiency of EV range and availability of home charging, as R29 describes”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing).
Findingnone givenR39 stated that 80% of EV charging is at home.
“Then, they find out that 80% of the charging is at home.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataPrice also affects the electrification of public transport.
“Finally, it is worth mentioning that price also affects the electrification of public transport.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataR204 saw fast public charging as a way to get around apartment charging barriers.
“As an example, R204 saw fast public charging as a way to get around the barrier of apartment charging barriers”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataExpert R213 described the grid challenge as not the total amount of energy EV charging requires, which was generally seen as minimal, but rather providing power through weak distribution networks.
“R213 describes that the challenge isn't the total amount of energy EV charging requires, which was generally seen as minimal, but rather providing the power through weak distribution networks”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingown dataExperts widely acknowledged that although EVs have a higher capital cost, they also represent economic savings when viewed from a total cost of ownership calculation.
“At the same time, it was widely acknowledged by experts that although EVs have a higher capital cost, they also would represent economic savings when viewed from a total cost of ownership (TCO) calculation.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataWinter weather was frequently discussed in the context of its impact on range, with half of the experts explicitly connecting winter weather to range.
“Similarly, winter weather was frequently discussed in the context of its impact on range, with half of the experts explicitly connecting winter weather to range.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingreasoningExperts believed consumers would not approach the economics of car ownership via total cost of ownership; instead the price tag would dominate decision-making.
“But experts believed consumers would not approach the economics of car ownership in this manner, instead, the price tag would dominate decision-making.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataMany experts lamented that demand for charging was not sufficient to encourage development of more chargers, resulting in a chicken-and-egg problem.
“While a simple solution would be to merely build more chargers, many of the experts lamented that the demand for charging was not sufficient enough to encourage this development, resulting in a type of a”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingcitationOne reason Denmark was particularly sufficient in public charging was that it had the remnants of Better Place.
“One reason that Denmark was particularly sufficient in its public charging was that it had the remnants of Better Place, a company that sought to resolve charging networks, as R86 observes”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe grid impact issue returned in all the Nordics but was most commonly discussed in Norway.
“Though this issue returned in all the Nordics, it was most commonly discussed in Norway.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataThe remaining 6 experts discussing lack of consumer incentives were split into Iceland, Sweden and Norway.
“The remaining 6 experts were split into Iceland, Sweden and Norway.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataApartment charging is not a niche problem; a large subset of the Swedish population lives in apartments.
“Worse yet, apartment charging is not a niche problem, as R69 noted that a large subset of the Swedish population is living in apartments”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingcitationR100 stated that the vast majority of the Danish population would never exceed the range of current EVs.
“As R100 notes, the vast majority of the Danish population would never go beyond further then the range of current EVs”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingcitationThe chicken-and-egg challenge is further complicated by the fact that much of EV charging will occur at home, not at public chargers.
“Finally, the chicken and egg challenge is further complicated by the fact that much of EV charging will occur at home, not at the public chargers, as R39 describes”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataThe remaining 6 experts were split into Iceland, Sweden and Norway.
“The remaining 6 experts were split into Iceland, Sweden and Norway.”
Quote in the paperNot a substantial claim- Rests on an assumption: The frequency with which experts discuss a barrier indicates that barrier's prominence or importance in the Nordic EV transition.
Probably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataNearly all discussion of grid impact focused on distribution networks.
“Nearly all the discussion was focused on distribution networks.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
Findingnone givenApartment charging faces social resistance by way of skeptical housing authorities.
“However, apartment charging too faces social resistance by way of skeptical housing authorities.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingown dataGovernment inaction in Finland was attributed to the powerful biofuel industry, implications that the government did not want to favor EVs over biofuels, and general EV inexperience, particularly on a city level.
“The government inaction in Finland was attributed to the powerful biofuel industry, implications that the government did not want to favor EVs over biofuels, and as well as general EV inexperience, particularly on a city level.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataPractically all discussion in Denmark focused on the complexities of the registration tax scheme and the political risk that increasing ICEV costs would entail to subsidize EVs.
“Correspondingly, practically all the discussion in Denmark focused on the complexities of the registration tax scheme, and the political risk that increasing ICEV costs would entail to subsidize EVs.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingown dataR136 discussed that apartment charging also raises questions of equity and could even lead to fights.
“R136 discussed that apartment charging also raises questions of equity and could even lead to fights”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing), S4 (based).
Findingnone givenMany experts believe that experience with modern EVs is vital to educating people about the benefits that EVs can offer.
“As a result, many experts believe that experience with modern EVs is vital to educating people of the benefits that EVs can offer.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataOutside Denmark, discussion tended to focus on mental aspects of public charging networks, or that consumers mistakenly believe they needed public charging to a much greater degree than they did in actuality.
“Outside of Denmark, the discussion tended to focus on the mental aspects of public charging networks, or that consumers mistakenly believe that they needed public charging to a much greater degree than they did in actuality.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingreasoningR93 pointed out that the mismatch between technical sufficiency of range and subsequent range anxiety was a result of consumer ignorance.
“As a result, R93 pointed out that this mismatch between technical sufficiency of range and subsequent range anxiety was a result of consumer ignorance”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataThe authors attempted to minimize shortcomings by validating findings with a secondary literature review and triangulating responses within the sample.
“We have attempted to minimize these shortcomings by validating their findings with a secondary method, that of a literature review, and by triangulating responses within the sample (i.e., not presenting only minority opinions).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataExperts were only explicitly asked what is a barrier to EV deployment; statements about not a barrier or soon not a barrier were unprompted.
“Both of these were unprompted, as experts were only explicitly asked what is a barrier to EV deployment.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationNorway and Denmark offered the highest electric vehicle purchase subsidies.
“or Norway and Denmark offering the highest electric vehicle purchase subsidies”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Hertzke et al., 2017
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataThe nonrandom sample is limited: interviews were constricted to researchers that spoke English, moderated by locations visited, and may suffer from potential selection bias.
“Admittedly, the nonrandom sample relied upon for primary data is limited in several ways.For example, interviews were constricted to researchers that spoke English, moderated by locations visited, and may suffer from potential selection bias.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
Premisenone givenA system never stands on its own but is nested in other equally complex sociotechnical systems.
“e.g. that a system never stands on its own but is nested in other equally complex sociotechnical systems.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationBy 2016, Norway and Sweden were the first and third nations in terms of national EV market share, with 29% and 3.4% respectively.
“For example, by 2016, Norway and Sweden being the first and third nations in terms of national EV market share, with 29% and 3.4% respectively”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites IEA, 2017
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
PremisereasoningSystem builders must overcome a complex milieu of sociotechnical obstacles to reap benefits.
“System builders, it follows, must overcome a complex milieu of sociotechnical obstacles to reap benefits.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
PremisereasoningConsumer's behavior, knowledge and perceptions play a role in EV adoption.
“there is also identification that consumer's behavior, knowledge and perceptions play a role in EV adoption.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationEVs are seen as an important tool in the sociotechnical transition towards the decarbonization of transportation, along with capturing other co-benefits associated with local health emissions, reduced oil dependency and noise pollution.
“Electric vehicles (EVs) are seen as an important tool in the sociotechnical transition towards the decarbonization of transportation, along with capturing other co-benefits associated with local health emissions, reduced oil dependency and noise pollution”
Quote in the paperNot a substantial claim0 of 2 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe EV market surpassed the 2 million global penetration milestone in 2016.
“which has seen EV market surpassing the 2 million global penetration milestone in 2016”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites IEA, 2017
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
InterpretationreasoningThe higher Swedish response rate for consumer knowledge possibly stems from the Swedish car market being heavily influenced by Volvo, low taxes on cars, making consumer knowledge and willingness to buy more important.
“Possibly it stems from the Swedish car market, which is heavily influenced by the presence of Volvo; both in relation to a consumer focus on buying Volvo and in relation to the resulting low level of taxes on cars in Sweden, which makes consumer knowledge about EVs and a willingness to buy more important (as indicated by the attention to price).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable). May combine two claims.
PremisereasoningThe concept of a sociotechnical system helps reveal that technologies, such as electricity grids and EVs, must be understood in their societal context, and that different values expressed by inventors, producers, managers, regulators, and consumers shape technological change.
“In other words, the concept of a sociotechnical system helps reveal that technologies, such as electricity grids and EVs, must be understood in their societal context, and that the different values expressed by inventors, producers, managers, regulators, and consumers shape technological change all in their own way.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningThe low Norwegian mention of price makes sense given their generous EV subsidies.
“which makes sense given their generous EV subsidies.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationRange is sufficient for about 85%-98% of drivers, depending on various criteria.
“as is also noted in the literature suggesting they are adept for about 85%-98% of drivers, depending on various criteria”
Quote in the paperNot a substantial claim0 of 3 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
Premisenone givenThe term sociotechnical system finds its origin rooted in multiple disciplines and approaches.
“The term sociotechnical system finds its origin rooted in multiple disciplines and approaches.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductnone givenThe study conducted 227 semi-structured interviews with transportation and electricity experts from 201 institutions across seventeen cities in Denmark, Finland, Iceland, Norway, and Sweden.
“the authors conducted 227 semi-structured interviews with transportation and electricity experts from 201 institutions across seventeen cities in Denmark, Finland, Iceland, Norway, and Sweden.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe data was coded with grounded theory in mind, meaning coded themes were not predetermined but based on the data available.
“The data was coded with grounded theory in mind, meaning that the coded themes for each discussed topic were not predetermined, but based on the data available.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
PremisecitationThomas Hughes argues that the generation, transmission and distribution of electricity occurs within a technological system that extends beyond the engineering realm.
“One of the best known is Thomas Hughes's work on the history of the electric utility system, wherein he argues that the generation, transmission and distribution of electricity occurs within a technological system that extends beyond the engineering realm”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Thomas Parke Hughes, 1993
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductnone givenParticipants were not prompted for responses and were allowed to provide answers as long or as detailed as they wished.
“Participants were not prompted for responses and were allowed to provide answers as long or as detailed as they wished.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
PremisecitationSemi-structured interviewing is suitable when the objective of the research is to understand complex elements and their intersection with perceptions, beliefs, and values.
“These semi-structured form of interviewing is suitable when the objective of the research is to understand complex elements and their intersection with perceptions, beliefs, and values”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Yin, 2003
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataThe cluster analysis for Fig. 2 was based on coded similarity between coded themes across interviews, using NVIVO and Jaccard's coefficient of similarity.
“In addition to the descriptive analyses, we also utilized a cluster analysis for Fig. 2, shown below, based on the coded similarity between each of the coded themes across our interviews.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationEVs accounted for only 0.2% of the total passenger vehicle fleet by the end of 2016.
“accounting for only 0.2% of the total passenger vehicle fleet by the end of 2016”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites IEA, 2017
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Classified as probably not a substantial claim. May combine two claims.
PremisecitationNon-technical elements such as social and business practices or political interests have also been identified as barriers to electrification, these being more complex to overcome.
“Non-technical elements, however, such as social and business practices or political interests, have also been identified as barriers to electrification, these being more complex to overcome”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Sovacool and Hirsh, 2009 source
Probably not a substantial claim: may not pass S4 (based).
Premisenone givenCommon across the literature has been a focus on range, price and charging infrastructure as the technoeconomic elements impeding wide-scale EV adoption.
“Indeed, common across the literature has been a focus on range, price and charging infrastructure as the technoeconomic elements impeding wide-scale EV adoption.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductcitationThe research commenced without any preformed hypotheses.
“Finally, the research was grounded in the sense that we commenced our project without any preformed hypotheses”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationContinued improvements on energy density of vehicle battery packs still necessitates substantial scientific and technological development and faces limited ceilings of development.
“the continued improvements on energy density of vehicle battery packs still necessitates substantial scientific and technological development and faces limited ceilings of development”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Thackeray et al., 2012 source
Probably not a substantial claim: may not pass S2 (checkable).
PremisereasoningThe nuances of the interconnections between barriers, consumers and society can still be further developed.
“though the nuances of the interconnections between barriers, consumers and society can still be further developed.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationSemi-structured interviews allow the authors to have guidance and flexibility, by asking a set of fixed questions to then create a conversational channel of information-gathering, allowing space for spontaneous responses that add depth and in some instances unforeseen narratives.
“This methodology allows the authors to have guidance and flexibility, by asking a set of fixed questions to then, create a conversational channel of information-gathering, allowing space for spontaneous responses that add depth and in some instances unforeseen narratives to the research”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Harrell and Bradley, 2009 source
Classified as probably not a substantial claim.
PremisereasoningIt is a heterogeneous combination of sociotechnical factors that determine whether EVs technologies will achieve widespread acceptance, or face consumer rejection.
“In other words, it is a heterogeneous combination of sociotechnical factors that determine whether EVs technologies will achieve widespread acceptance, or face consumer rejection.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationA recent sociotechnical review of EV barriers and motivators acknowledged a myriad of technical barriers that connect to different levels of society, such as decision-makers and individual.
“a recent sociotechnical review of EV barriers and motivators acknowledged a myriad of technical barriers that connect to different levels of society, such as decision-makers and individual”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Biresselioglu et al., 2018 source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
InterpretationcitationThe low Danish concern about public charging infrastructure might be explained by leftover charging infrastructure from previous EV companies and relative smaller country.
“which might be explained in line with leftover charging infrastructure from previous EV companies (Noel and Sovacool, 2016), and relative smaller country.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Noel and Sovacool, 2016 source
May combine two claims.
InterpretationreasoningThe Danish government had started to phase out earlier tax benefits at the time of the interviews, which explains the higher Danish response rate on EV taxes and lack of incentives.
“Denmark presents a special case, primarily because at the time of the interviews the Danish government had started to phase out earlier tax benefits (at the time of writing these were halted again), which explains the Danish expert's markedly higher response rate on EV taxes and lack of incentives.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisenone givenA salient insight from the sociotechnical approach is its focus on the interrelationship of linkages between elements and co-evolutionary processes.
“A salient insight from the sociotechnical approach is its focuses on the interrelationship of linkages between elements and co-evolutionary processes”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningThe data from interviews is presented anonymously to encourage candor and prevent retaliation.
“Likewise, the data from the interviews is presented here as anonymous to encourage candor and prevent retaliation.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataThe authors did not define any terms and allowed broad discussion of each topic.
“Likewise, we did not define any terms and allowed broad discussion of each topic”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
Interpretationnone givenTechno-economic aspects of the price-range-charging nexus are expected to decrease mostly in the near future.
“While the techno-economic aspects of the price-range-charging nexus are expected to decrease mostly in the near future”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningEV barriers are not solely based on either technical or non-technical elements, nor do they operate in isolation.
“We have demonstrated that EV barriers are not solely based on either technical or non-technical elements, nor do they operate in isolation.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable). May combine two claims.
InterpretationreasoningConsumer perception and understanding of personal vehicles are at the core for reducing the impact of the nexus of technical barriers moving forward, and thus foster increasing deployment of electric vehicles internationally.
“Consumer perception and understanding of personal vehicles are at the core for reducing the impact of the nexus of technical barriers moving forward, and thus foster increasing deployment of electric vehicles internationally.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningMental barriers may be the most difficult to resolve.
“While experience is key to educating consumers about the benefits of EVs and both information and education may be necessary to properly characterize the technical aspects of the nexus, it was noted that mental barriers may be the most difficult to resolve.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Interpretationnone givenThe proposed nexus does not only cover users of private vehicles, but also fleet owners and public transportation operators.
“Additionally, it is also important to note that the proposed nexus does not only cover users of private vehicles, but also fleet owners and public transportation operators.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningThere are true technoeconomic aspects behind the nexus of range-price-charging.
“It is undeniable that there are true technoeconomic aspects behind the nexus of range-price-charging”
Quote in the paperNot a substantial claim- Rests on an assumption: EV range is less than ICEV range.
- Rests on an assumption: EV price tends to be higher than ICEV when looking only at the sticker price.
- Rests on an assumption: There are far more gas stations than public charging infrastructure.
May combine two claims.
InterpretationreasoningPrice is connected both to the range and consumer knowledge barriers.
“Thus, price is connected both to the range and consumer knowledge barriers.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningThe public charging barrier may be borne out of consumer inexperience with EVs and undervaluing charging that may occur at home or work.
“Thus, the public charging barrier may be borne out of consumer inexperience with EVs and undervaluing charging that may occur at home or work.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable). May combine two claims.
InterpretationreasoningFraming EV policy within the framework of policy mixing may better address the interconnected nature of the barriers, as well as make transportation policy more coherent with sustainability policy in general.
“Framing EV policy within the framework of policy mixing may better address the interconnected nature of the barriers, as well as make transportation policy more coherent with sustainability policy in general.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable). May combine two claims.
InterpretationreasoningGiving information and experience to consumers may be a cheaper alternative while also being more effective than resolving to a techno-economic policy approach.
“Indeed, giving information and experience to consumers may be a cheaper alternative while also being more effective than resolving to a techno-economic policy approach.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Interpretationown dataExperts commonly connected the nexus to consumer knowledge and experience, claiming the technical barriers were actually rooted in mental barriers.
“However, more importantly, and as hinted in the discussion above of the nexus between range-price-public charging, experts commonly connected the nexus to consumer knowledge and experience, claiming these technical barriers were actually rooted in mental barriers.”
Quote in the paperSubstantial claim- Rests on an assumption: The connections experts draw between barriers reflect real-world interconnected barriers that EVs face, not merely patterns in expert discourse.
Classified as probably not a substantial claim.
Interpretationnone givenMuch of the focus both in the literature and by the experts interviewed emphasizes range, price, charging infrastructure, and psychological factors.
“though much of the focus both in the literature and by the experts interviewed emphasizes range, price, charging infrastructure, and psychological factors.”
Quote in the paperSubstantial claim
The paper relies on this without support.
The experts' perceptions and statements about EV barriers accurately reflect the actual barriers to EV adoption in the Nordic region.
“The qualitative results and consequent cluster analysis show that common barriers like range, price and charging infrastructure continue to persist”
The paper relies on this without support.
The sample of 227 experts from 201 institutions is sufficiently representative of the relevant stakeholder perspectives to generalize findings to the Nordic region.
“The authors conducted 227 semi-structured interviews with participants from 201 institutions across 15 cities in the five countries of Denmark, Finland, Iceland, Norway and Sweden from September 2016 to May 2017.Those interviewed were selected to represent the diverse array of stakeholders involved with transport technology, policy and practice”
The paper relies on this without support.
The coded themes and cluster analysis validly capture the interconnections between barriers.
“In addition to the descriptive analyses, we also utilized a cluster analysis for Fig. 2, shown below, based on the coded similarity between each of the coded themes across our interviews.”
The paper relies on this without support.
The barriers discussed by experts are the same barriers that affect consumer adoption of EVs.
“we aim to characterize the barriers that remain to electrification today”
The paper relies on this without support.
The connections experts draw between barriers reflect real-world interconnected barriers that EVs face, not merely patterns in expert discourse.
“suggesting a nexus of interconnected barriers electric vehicles face as shown in Fig. 2 above.”
The paper relies on this without support.
The frequency with which experts discuss a barrier indicates that barrier's prominence or importance in the Nordic EV transition.
“The second most common barrier discussed by experts was price, representing 57% of experts.”
The paper relies on this without support.
Denmark had recently removed the exemption to EVs, increasing the registration tax to 40%.
“who had recently removed the exemption to EVs, increasing the registration tax to 40%.”
The paper relies on this without support.
The Norwegian government has taken substantial steps to address the barriers to EVs.
“where the government has taken substantial steps to address the barriers to EVs.”
The paper relies on this without support.
EV range is less than ICEV range.
“the range is certainly less than an ICEV”
The paper relies on this without support.
EV price tends to be higher than ICEV when looking only at the sticker price.
“the price tends to be higher looking only at the sticker”
The paper relies on this without support.
There are far more gas stations than public charging infrastructure.
“there are far more gas stations than public charging infrastructure.”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Study location count differs
MinorThe research design says the 227 interviews were conducted across 15 cities, whereas the abstract says seventeen cities.
“The authors conducted 227 semi-structured interviews with participants from 201 institutions across 15 cities”
“the authors conducted 227 semi-structured interviews with transportation and electricity experts from 201 institutions across seventeen cities”
Number of interviews without barriers differs between tables
MinorTable 3 excludes five interviews because they did not discuss any barriers; Table 4 gives the same reason for excluding six.
“five interviews did not discuss any barriers to EVs.”
“six interviews did not discuss any barriers to EVs.”
Cites
(1979) · Medical Entomology and Zoology · Cited by 11,252 · see citing works
Basics of Qualitative Research: Techniques and Procedures for Developing Grounded Theory
Wuetherick, B. (2010) · Canadian Journal of University Continuing Education · doi:10.21225/d5g01t · Cited by 8,327 · see citing works
The Interpretation of Cultures: Selected Essays
Dillon, W. S. (1974) · Teachers College Record The Voice of Scholarship in Education · Cited by 3,524 · see citing works
Thackeray, M. M., Wolverton, C., & Isaacs, E. D. (2012) · Energy & Environmental Science · doi:10.1039/c2ee21892e · Cited by 2,515 · see citing works
Networks of Power: Electrification in Western Society, 1880-1930
King, W. J., & Hughes, T. P. (1984) · The American Historical Review · doi:10.2307/1862567 · Cited by 1,882 · see citing works
Egbue, O., & Long, S. (2012) · Energy Policy · doi:10.1016/j.enpol.2012.06.009 · Cited by 1,797 · see citing works
Policy mixes for sustainability transitions: an extended concept and framework for analysis
Rogge, K. S., & Reichardt, K. (2016) · Research Policy · doi:10.1016/j.respol.2016.04.004 · Cited by 1,524 · see citing works
The influence of financial incentives and other socio-economic factors on electric vehicle adoption
Sierzchula, W., Bakker, S., Maat, K., & van Wee, B. (2014) · Energy Policy · doi:10.1016/j.enpol.2014.01.043 · Cited by 1,467 · see citing works
Individual discount rates and the purchase and utilization of energy-using durables
Hausman, J. A. (1979) · The Bell Journal of Economics · doi:10.2307/3003318 · Cited by 1,372 · see citing works
Advances in consumer electric vehicle adoption research: a review and research agenda
Rezvani, Z., Jansson, J., & Bodin, J. (2015) · Transportation Research Part D: Transport and Environment · doi:10.1016/j.trd.2014.10.010 · Cited by 1,301 · see citing works
Sovacool, B. K., Axsen, J., & Sorrell, S. (2018) · Energy Research & Social Science · doi:10.1016/j.erss.2018.07.007 · Cited by 1,238 · see citing works
Self-citationWillingness to pay for electric vehicles and their attributes
Hidrue, M. K., Parsons, G. R., Kempton, W. M., & Gardner, M. P. (2011) · Resource and Energy Economics · doi:10.1016/j.reseneeco.2011.02.002 · Cited by 1,121 · see citing works
Designing Social Research: The Logic of Anticipation
Blaikie, N. W. H. (2009) · Cited by 1,118 · see citing works
Schuitema, G., Anable, J., Skippon, S., & Kinnear, N. (2013) · Transportation Research Part A: Policy and Practice · doi:10.1016/j.tra.2012.10.004 · Cited by 722 · see citing works
Graham-Rowe, E., Gardner, B., Abraham, C., Skippon, S., Dittmar, H., Hutchins, R., & Stannard, J. (2011) · Transportation Research Part A Policy and Practice · doi:10.1016/j.tra.2011.09.008 · Cited by 653 · see citing works
Sovacool, B. K., & Hirsh, R. F. (2009) · Energy Policy · doi:10.1016/j.enpol.2008.10.005 · Cited by 630 · see citing works
Self-citationDistribution de la flore alpine dans le Bassin des Dranses et dans quelques régions voisines
Jaccard, P. (1901) · E-Periodica · doi:10.5169/seals-266440 · Cited by 618 · see citing works
On the stability of preferences and attitudes before and after experiencing an electric vehicle
Jensen, A. F., Cherchi, E., & Mabit, S. L. (2013) · Transportation Research Part D Transport and Environment · doi:10.1016/j.trd.2013.07.006 · Cited by 560 · see citing works
“Electric vehicles: how much range is required for a day's driving?
Pearre, N. S., Kempton, W., Guensler, R. L., & Elango, V. V. (2011) · Transportation Research Part C: Emerging Technologies · doi:10.1016/j.trc.2010.12.010 · Cited by 554 · see citing works
Data Collection Methods: Semi-Structured Interviews and Focus Groups
(2009) · doi:10.7249/tr718 · Cited by 524 · see citing works
Implementing transition management as policy reforms: a case study of the Dutch energy sector
Kern, F., & Howlett, M. P. (2009) · Policy Sciences · doi:10.1007/s11077-009-9099-x · Cited by 518 · see citing works
Gasoline prices, fuel economy, and the energy paradox
Allcott, H., & Wozny, N. (2014) · Review of Economics and Statistics · doi:10.1162/rest_a_00419 · Cited by 504 · see citing works
The Seamless Web: Technology, Science, Etcetera, Etcetera
Hughes, T. P. (1986) · Social Studies of Science · doi:10.1177/0306312786016002004 · Cited by 494 · see citing works
Biresselioglu, M. E., Demirbag Kaplan, M., & Yilmaz, B. K. (2018) · Transportation Research Part A: Policy and Practice · doi:10.1016/j.tra.2018.01.017 · Cited by 414 · see citing works
Quantifying EV battery end-of-life through analysis of travel needs with vehicle powertrain models
Saxena, S., Le Floch, C., MacDonald, J., & Moura, S. (2015) · Journal of Power Sources · doi:10.1016/j.jpowsour.2015.01.072 · Cited by 363 · see citing works
Stated Preference Methods: An Introduction
Kroes, E., & Sheldon, R. (1988) · Journal of Transport Economics and Policy · doi:10.3828/jtep.1988.22.1.11 · Cited by 330 · see citing works
Geels, F. W., Schwanen, T., Sorrell, S., Jenkins, K. E. H., & Sovacool, B. K. (2017) · Energy Research & Social Science · doi:10.1016/j.erss.2017.11.003 · Cited by 321 · see citing works
Self-citationSocio-technical inertia: Understanding the barriers to electric vehicles
Steinhilber, S., Wells, P., & Thankappan, S. (2013) · Energy Policy · doi:10.1016/j.enpol.2013.04.076 · Cited by 311 · see citing works
Conceptual and empirical advances in analysing policy mixes for energy transitions
Rogge, K. S., Kern, F., & Howlett, M. P. (2017) · Energy Research & Social Science · doi:10.1016/j.erss.2017.09.025 · Cited by 301 · see citing works
Sovacool, B. K., Noel, L., Axsen, J., & Kempton, W. M. (2017) · Environmental Research Letters · doi:10.1088/1748-9326/aa9c6d · Cited by 269 · see citing works
Self-citation(1993) · Cited by 207 · see citing works
Contestation, contingency, and justice in the nordic low-carbon energy transition
Sovacool, B. K. (2017) · Energy Policy · doi:10.1016/j.enpol.2016.12.045 · Cited by 198 · see citing works
Self-citationRosenow, J., Kern, F., & Rogge, K. S. (2017) · Energy Research & Social Science · doi:10.1016/j.erss.2017.09.013 · Cited by 198 · see citing works
Interacting with limited mobility resources: psychological range levels in electric vehicle use
Franke, T., & Krems, J. F. (2013) · Transportation Research Part A: Policy and Practice · doi:10.1016/j.tra.2012.10.010 · Cited by 186 · see citing works
Noel, L., Carrone, A. P., Jensen, A. F., de Rubens, G. Z., Kester, J., & Sovacool, B. K. (2018) · Energy Economics · doi:10.1016/j.eneco.2018.12.014 · Cited by 184 · see citing works
Self-citationSilvia, C., & Krause, R. M. (2016) · Energy Policy · doi:10.1016/j.enpol.2016.05.039 · Cited by 175 · see citing works
Neubauer, J., Brooker, A., & Wood, E. (2012) · Journal of Power Sources · doi:10.1016/j.jpowsour.2012.02.107 · Cited by 149 · see citing works
The optimization of DC fast charging deployment in California
Zhang, L., Shaffer, B., Brown, T., & Scott Samuelsen, G. (2015) · Applied Energy · doi:10.1016/j.apenergy.2015.07.057 · Cited by 108 · see citing works
Noel, L., & Sovacool, B. K. (2016) · Energy Policy · doi:10.1016/j.enpol.2016.04.029 · Cited by 107 · see citing works
Self-citationAxsen, J., & Kurani, K. S. (2010) · Transportation Research Part D Transport and Environment · doi:10.1016/j.trd.2010.10.006 · Cited by 100 · see citing works
Grubb, M., McDowall, W., & Drummond, P. (2017) · Energy Research & Social Science · doi:10.1016/j.erss.2017.09.016 · Cited by 73 · see citing works
Plugged In: How Americans Charge Their Electric Vehicles
Idaho National Laboratory (INL), I. F., Smart, J., USDOE Office of Energy Efficiency and Renewable Energy (EERE), & Salisbury, S. (2015) · doi:10.2172/1369632 · Cited by 67 · see citing works
Constraints to green vehicle ownership: A focus group study
Flamm, B., & Agrawal, A. W. (2011) · Transportation Research Part D Transport and Environment · doi:10.1016/j.trd.2011.09.013 · Cited by 44 · see citing works
LIU, Z., WU, Q., CHRISTENSEN, L., RAUTIAINEN, A., & XUE, Y. (2015) · Journal of Modern Power Systems and Clean Energy · doi:10.1007/s40565-015-0127-x · Cited by 37 · see citing works
Flagged first, then by citations
Research works printed but not linked: 2
- Lambert, 2017, Denmark to relaunch its electric vehicel market with incentives after a year with almost No sales, Electrek, 2017
- Yin, 2003, vol. 5
Cited by
Sorted by citations
Unterluggauer, T., Rich, J., Andersen, P. B., & Hashemi, S. (2022) · eTransportation · doi:10.1016/j.etran.2022.100163 · Cited by 291 · see citing works
Wang, X., Cao, Y.-M., & Zhang, N. (2021) · Energy Policy · doi:10.1016/j.enpol.2021.112163 · Cited by 168 · see citing works
Modelling electric vehicle purchase intention among generation Y consumers in Malaysia
Zadeh, A. V., Wong, T.-K., Hanifah, H. M., Teoh, A. P., & Nawaser, K. (2022) · Research in Transportation Business & Management · doi:10.1016/j.rtbm.2022.100784 · Cited by 168 · see citing works
Haustein, S., Jensen, A. F., & Cherchi, E. (2020) · Energy Policy · doi:10.1016/j.enpol.2020.112096 · Cited by 141 · see citing works
Modeling barriers to the adoption of electric vehicles: An Indian perspective
Patyal, V. S., Kumar, R., & Kushwah, S. S. (2021) · Energy · doi:10.1016/j.energy.2021.121554 · Cited by 143 · see citing works
Measuring the equity impacts of government subsidies for electric vehicles
Caulfield, B. M., Rio, D. D. F. D., Stefaniec, A., & Foley, A. M. (2022) · Energy · doi:10.1016/j.energy.2022.123588 · Cited by 127 · see citing works
Policy mixes to achieve sustainable mobility after the COVID-19 crisis
Griffiths, S., Rio, D. D. F. D., & Sovacool, B. K. (2021) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2021.110919 · Cited by 122 · see citing works
“Cars, which are part of an intricate mobility sociotechnical system [21, 22], account”
BackgroundSelf-citationPamidimukkala, A., Kermanshachi, S., Rosenberger, J. M., & Hladik, G. (2023) · Transportation Research Interdisciplinary Perspectives · doi:10.1016/j.trip.2023.100962 · Cited by 108 · see citing works
Dua, R., Hardman, S., Bhatt, Y., & Suneja, D. (2021) · Energy Reports · doi:10.1016/j.egyr.2021.05.025 · Cited by 105 · see citing works
Critically reviewing smart home technology applications and business models in Europe
Rio, D. D. F. D., Sovacool, B. K., Bergman, N. M., & Makuch, Z. (2020) · Energy Policy · doi:10.1016/j.enpol.2020.111631 · Cited by 95 · see citing works
“Qualitative research 14 | P a g e interviews have been extensively used both in this journal (Dapeng and Weiwei, 2009; Earl and Fell, 2019; Goldblatt et al., 2005; Noel et al., 2020) and the broader energy social science community as an established method of collecting data (Sovacool et al., 2018).”
MethodSelf-citationBattery-electric buses and their implementation barriers: Analysis and prospects for sustainability
Rodrigues, A. D. L. P., & Seixas, S. R. D. C. (2021) · Sustainable Energy Technologies and Assessments · doi:10.1016/j.seta.2021.101896 · Cited by 92 · see citing works
Factors influencing adoption of electric vehicles – A case in India
Sriram, K. V., Michael, L. K., Hungund, S. S., & Fernandes, M. (2022) · Cogent Engineering · doi:10.1080/23311916.2022.2085375 · Cited by 91 · see citing works
“The technology used in manufacturing EVs is expensive and this in turn raises the price value of the vehicle (Noel et al., 2020).”
BackgroundMethodResultInfluentialBarriers to the adoption of electric cars: Evidence from an Italian survey
Giansoldati, M., Monte, A., & Scorrano, M. (2020) · Energy Policy · doi:10.1016/j.enpol.2020.111812 · Cited by 89 · see citing works
Rotaris, L., Giansoldati, M., & Scorrano, M. (2020) · Transportation Research Part A Policy and Practice · doi:10.1016/j.tra.2020.11.011 · Cited by 87 · see citing works
Constraints imposed by key-material resources on renewable energy development
Клименко, В. В., Ratner, S. V., & Tereshin, A. G. (2021) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2021.111011 · Cited by 88 · see citing works
Etxandi-Santolaya, M., Casals, L. C., Montes, T., & Corchero, C. (2023) · Journal of Environmental Management · doi:10.1016/j.jenvman.2023.117814 · Cited by 82 · see citing works
Assessing policy influence on electric vehicle adoption in China: An in-depth study
Ehsan, F., Habib, S., Gulzar, M. M., et al. (2024) · Energy Strategy Reviews · doi:10.1016/j.esr.2024.101471 · Cited by 82 · see citing works
Ioannou, I., D’Angelo, S. C., Galán‐Martín, Á., Pozo, C., Pérez‐Ramírez, J., & Guillén‐Gosálbez, G. (2021) · Reaction Chemistry & Engineering · doi:10.1039/d0re00451k · Cited by 78 · see citing works
Li, X., & Jenn, A. T. (2022) · Transportation Research Part D Transport and Environment · doi:10.1016/j.trd.2022.103177 · Cited by 68 · see citing works
Ruoso, A. C., & Ribeiro, J. L. D. (2022) · Transport Policy · doi:10.1016/j.tranpol.2022.09.004 · Cited by 68 · see citing works
Barriers and Drivers of Transition to Sustainable Public Transport in the Philippines
Guno, C. S., Collera, A. A., & Agaton, C. B. (2021) · World Electric Vehicle Journal · doi:10.3390/wevj12010046 · Cited by 60 · see citing works
Drivers for and barriers to electric freight vehicle adoption in Stockholm
Melander, L., Nyquist-Magnusson, C., & Wallström, H. (2022) · Transportation Research Part D Transport and Environment · doi:10.1016/j.trd.2022.103317 · Cited by 59 · see citing works
State-of-the-Art Review of the Key Factors Affecting Electric Vehicle Adoption by Consumers
Anastasiadou, K., & Gavanas, N. (2022) · Energies · doi:10.3390/en15249409 · Cited by 52 · see citing works
“Driving range and charging infrastructure availability are also highlighted as important for consumers in the Nordic region, according to Noel et al. [84].”
BackgroundElectric vehicle charging and end-user motivation for flexibility: a case study from Norway
Henriksen, I. M., Throndsen, W., Ryghaug, M., & Skjølsvold, T. M. (2021) · Energy Sustainability and Society · doi:10.1186/s13705-021-00319-z · Cited by 49 · see citing works
Plananska, J., & Gamma, K. (2021) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2021.111760 · Cited by 46 · see citing works
Analyzing the enablers to overcome the challenges in the adoption of electric vehicles in Delhi NCR
Ramesan, S., Kumar, P., & Garg, S. K. (2022) · Case Studies on Transport Policy · doi:10.1016/j.cstp.2022.06.003 · Cited by 46 · see citing works
Do you believe it? Green advertising skepticism and perceived value in buying electric vehicles
Higueras‐Castillo, E., Liébana-Cabanillas, F. J., Santos, M. A. D., Zulauf, K., & Wagner, R. (2024) · Sustainable Development · doi:10.1002/sd.2932 · Cited by 57 · see citing works
Analysis of the barriers to the adoption of zero-emission vehicles in Spain
Rosales‐Tristancho, A., Brey, R., Carazo, A. F., & Brey, J. J. (2022) · Transportation Research Part A Policy and Practice · doi:10.1016/j.tra.2022.01.016 · Cited by 41 · see citing works
Barriers to adoption of electric vehicles in Texas
Pamidimukkala, A., Kermanshachi, S., Rosenberger, J. M., et al. (2024) · Environmental Science and Pollution Research · doi:10.1007/s11356-024-32337-7 · Cited by 38 · see citing works
“This result corroborates the findings of Noel et al. (2020)”
InfluentialInstitutional enablers of electric vehicle market: Evidence from 30 countries
Khatua, A., Kumar, R. R., & De, S. K. (2023) · Transportation Research Part A Policy and Practice · doi:10.1016/j.tra.2023.103612 · Cited by 38 · see citing works
Hoang, T. T., Pham, T. H., & Vu, T. M. H. (2022) · Cogent Business & Management · doi:10.1080/23311975.2022.2141671 · Cited by 37 · see citing works
“Regarding qualitative approach, several researchers conducted in-depth interviews to explore the underlying purchase motives (as in Noel et al., 2020; Van Heuveln et al., 2021).”
BackgroundLazuardy, A., Nurcahyo, R., Kristiningrum, E., Ma'aram, A. B., Farizal, F., Aqmarina, S. N., & Rajabi, M. F. (2024) · World Electric Vehicle Journal · doi:10.3390/wevj15090422 · Cited by 59 · see citing works
Zhuge, C., Dong, C., Wei, B., & Shao, C. (2021) · Resources Conservation and Recycling · doi:10.1016/j.resconrec.2021.105806 · Cited by 34 · see citing works
Rahman, M. M., & Thill, J. (2024) · World Electric Vehicle Journal · doi:10.3390/wevj15120588 · Cited by 30 · see citing works
Kowalska-Pyzalska, A., Kott, M., & Kott, J. (2021) · Energies · doi:10.3390/en14051438 · Cited by 30 · see citing works
“As the literature review indicates, it may have its main source in the lack of understanding and familiarity with AFV [14,20,53].”
BackgroundMüller, C. (2024) · Transportation Research Part D Transport and Environment · doi:10.1016/j.trd.2024.104052 · Cited by 31 · see citing works
Mental models guide electric vehicle charging
Sprei, F., & Kempton, W. M. (2024) · Energy · doi:10.1016/j.energy.2024.130430 · Cited by 29 · see citing works
Barrier assessment of EV business model innovation in China: An MCDM-based FMEA
Xue, Y., Zhang, J., Zhang, Y., & Yu, X. (2024) · Transportation Research Part D Transport and Environment · doi:10.1016/j.trd.2024.104404 · Cited by 25 · see citing works
Analysis of Electric Vehicles with an Economic Perspective for the Future Electric Market
Reka, S. S., Venugopal, P., Ravi, V. K. K., et al. (2022) · Future Internet · doi:10.3390/fi14060172 · Cited by 25 · see citing works
Haddad, D., Konstantinou, T., Aliprantis, D., et al. (2022) · Energy Policy · doi:10.1016/j.enpol.2022.113275 · Cited by 25 · see citing works
Xun, Z., Ma, Y., Kong, L., & Yang, J. (2023) · Research in Transportation Business & Management · doi:10.1016/j.rtbm.2023.100974 · Cited by 24 · see citing works
Electric Vehicle Adoption Barriers in Thailand
Tsai, J., Wu, S.-C., Kathinthong, P., Tran, T.-H., & Lin, M.-H. (2024) · Sustainability · doi:10.3390/su16041642 · Cited by 24 · see citing works
Mesquita, A. R., de Abreu, V. H. S., Poyares, C. N., & Santos, A. S. (2025) · Sustainability · doi:10.3390/su17188318 · Cited by 35 · see citing works
Actors in transitions: narratives of roles and change in the German e-mobility transition
Upham, P., & Gathen, L. (2021) · Environmental Innovation and Societal Transitions · doi:10.1016/j.eist.2021.09.009 · Cited by 23 · see citing works
Ho, J. C., & Huang, Y.-H. S. (2022) · Cleaner and Responsible Consumption · doi:10.1016/j.clrc.2022.100063 · Cited by 22 · see citing works
Push and pull strategies to increase the uptake of small electric vehicles
Hoerler, R., Stoiber, T., & Duce, A. D. (2023) · Transportation Research Part D Transport and Environment · doi:10.1016/j.trd.2023.103638 · Cited by 21 · see citing works
Decarbonizing road transportation: Barriers and drivers in an emerging economy context
Alam, M., Rakib, A. K. M., Hasan, A. S. M. M., Siddique, M. N. I., Kabir, M. A., & Trianni, A. (2025) · Transportation Research Part D Transport and Environment · doi:10.1016/j.trd.2025.104723 · Cited by 21 · see citing works
Electric Vehicles Selection Based on Brčko District Taxi Service Demands, a Multi-Criteria Approach
Štilić, A., Puška, A., Đurić, A., et al. (2022) · Urban Science · doi:10.3390/urbansci6040073 · Cited by 21 · see citing works
Where there is a will there is a way: A strategy analysis for electric vehicles sales in India
Vimal, K. E. K., Goel, P., Sharma, N., Mathiyazhagan, K., & Luthra, S. (2024) · Transportation Research Part E Logistics and Transportation Review · doi:10.1016/j.tre.2024.103506 · Cited by 21 · see citing works
Dadashzada, I., Garza‐Reyes, J. A., Ghatak, R. R., & Aleu, F. G. (2024) · The International Journal of Logistics Management · doi:10.1108/ijlm-01-2024-0007 · Cited by 22 · see citing works
Malabanan, I., Lavieri, P. S., & Mateo-Babiano, I. B. (2025) · Transport Reviews · doi:10.1080/01441647.2025.2502879 · Cited by 20 · see citing works
“Cog-nitively, users may experience mental barriers related to EV charging, such as lack of awareness of public charging locations (Noel et al., 2020).”
InfluentialEnergy Anxiety in Decentralized Electricity Markets: A Critical Review on EV Models
Gopinathan, N., & Shanmugam, P. (2022) · Energies · doi:10.3390/en15145230 · Cited by 20 · see citing works
“[117], 2020 A sociotechnical nexus connecting range, public charging, price, and mental barriers during EVGI were identified.”
BackgroundPurwanto, E., & Irawan, A. P. (2023) · International Journal of Safety and Security Engineering · doi:10.18280/ijsse.130503 · Cited by 20 · see citing works
“Junquera et al. [38], Sriram et al. [42], Noel et al. [44], and Higueras-Castillo et al. [45] have proved that price is a highly significant factor for EV Purchase Intention.”
BackgroundThe Willingness to Purchase Electric Vehicles: A Comprehensive Review
Purwanto, E., & Irawan, A. P. (2024) · IOP Conference Series Earth and Environmental Science · doi:10.1088/1755-1315/1324/1/012091 · Cited by 19 · see citing works
Mejia, M. A., Macedo, L. H., Muñoz-Delgado, G., et al. (2023) · Sustainable Energy Grids and Networks · doi:10.1016/j.segan.2023.101101 · Cited by 19 · see citing works
Barriers and drivers for sustainable public transportation in Indian context
Gopi, R., Pathak, D. V., Pratap, S., et al. (2023) · Green Energy and Intelligent Transportation · doi:10.1016/j.geits.2023.100141 · Cited by 18 · see citing works
Routing of Electric Vehicles With Intermediary Charging Stations: A Reinforcement Learning Approach
Dorokhova, M., Ballif, C., & Wyrsch, N. (2021) · Frontiers in Big Data · doi:10.3389/fdata.2021.586481 · Cited by 18 · see citing works
“Researchers in (Noel et al., 2020) identify technical, economic, social and political barriers of EVs ’ broad adoption with limited cruising range and sparse charging infrastructure prevailing at present.”
BackgroundEV adoption in India: barriers and policy solutions from manufacturers' and consumers' perspectives
Patel, M., Singh, R., Arora, P., & Mahapatra, D. (2024) · Energy for Sustainable Development · doi:10.1016/j.esd.2024.101583 · Cited by 16 · see citing works
Sousa, C., & Costa, E. (2022) · Energies · doi:10.3390/en15207585 · Cited by 17 · see citing works
Dawkins, E., Strambo, C., Xylia, M., et al. (2022) · Energy Research & Social Science · doi:10.1016/j.erss.2022.102881 · Cited by 17 · see citing works
From Intention to Actual Behavior to Adopt Battery Electric Vehicles: A Systematic Literature Review
Hoang, T. T., Pham, H. T., & Vu, H. M. T. (2022) · The Open Transportation Journal · doi:10.2174/18744478-v16-e2208100 · Cited by 16 · see citing works
Chaudhary, P., & Kate, N. T. (2023) · Business Strategy & Development · doi:10.1002/bsd2.282 · Cited by 16 · see citing works
Assess changes in electric vehicle usage behaviour: Comparison between 2018 and 2021
Cui, D., Liu, P., & Wang, Z. (2025) · Transportation Research Part D Transport and Environment · doi:10.1016/j.trd.2025.104661 · Cited by 15 · see citing works
Schvartz, M. A., Salvia, A. L., Brandli, L., Filho, W. L., & Ávila, L. V. (2024) · Sustainability · doi:10.3390/su16114594 · Cited by 15 · see citing works
Nguyen-Phuoc, D. Q., Truong, T. M., Nguyen, N. N. A., Luu, T., & Su, D. N. (2025) · Transportation Research Part F: Traffic Psychology and Behaviour · doi:10.1016/j.trf.2025.01.005 · Cited by 15 · see citing works
Sriabisha, R., Kumar, J. A., Jayaprabakar, J., et al. (2025) · Energy Sustainable Development/Energy for sustainable development · doi:10.1016/j.esd.2025.101671 · Cited by 15 · see citing works
Exploring electric vehicle adoption in Indonesia using zero-shot aspect-based sentiment analysis
Adi, N. S., & Widianto, S. (2024) · Sustainable Operations and Computers · doi:10.1016/j.susoc.2024.08.002 · Cited by 24 · see citing works
Anticipating socio-technical tipping points
Mey, F., Mangalagiu, D., & Lilliestam, J. (2024) · Global Environmental Change · doi:10.1016/j.gloenvcha.2024.102911 · Cited by 14 · see citing works
Wei-dong, M., Wang, Y., Li, Y., et al. (2020) · PLoS ONE · doi:10.1371/journal.pone.0236626 · Cited by 14 · see citing works
“[50] found that although electric vehicles have greatly improved in recent years, common barriers like range and charging infrastructure continue to persist.”
BackgroundOvercoming non‐idealities in electric vehicle charging management
Rauma, K., Simolin, T., Rautiainen, A., et al. (2021) · IET Electrical Systems in Transportation · doi:10.1049/els2.12025 · Cited by 14 · see citing works
Hidayat, R., & Cowie, J. (2023) · Transportation research procedia · doi:10.1016/j.trpro.2023.11.041 · Cited by 13 · see citing works
A novel model for barriers to electric vehicle adoption in the Middle East
Evensen, D. T. N., Uratani, J. M., Sovacool, B. K., & Griffiths, S. (2025) · Transportation Research Part D Transport and Environment · doi:10.1016/j.trd.2025.104714 · Cited by 14 · see citing works
Self-citationImpact of Variables in the UTAUT 2 Model on the Intention to Use a Fully Electric Car
Selvi, M. S., & Önem, Ş. (2025) · Sustainability · doi:10.3390/su17073214 · Cited by 13 · see citing works
Sharma, I., Bansal, P., & Dua, R. (2025) · Energy · doi:10.1016/j.energy.2025.136230 · Cited by 14 · see citing works
Barriers to electric vehicle adoption: A structural equation modeling analysis
Pamidimukkala, A., Kermanshachi, S., Rosenberger, J. M., et al. (2023) · Transportation research procedia · doi:10.1016/j.trpro.2023.11.922 · Cited by 12 · see citing works
Mousavi, M. N., Ghalehteimouri, K. J., Ali, B. K., et al. (2024) · GeoJournal · doi:10.1007/s10708-024-11181-9 · Cited by 11 · see citing works
“Understanding the various elements that act as barriers to both security and development in these areas is essential (Noel et al., 2020; Zambrano-Barragán et al., 2021).”
Benchmarking and tailoring electric vehicle policies to stimulate adoption
Uratani, J. M., Evensen, D. T. N., Sovacool, B. K., & Griffiths, S. (2025) · Energy Research & Social Science · doi:10.1016/j.erss.2025.104074 · Cited by 10 · see citing works
Self-citationAn Australian Perspective on Local Government Investment in Electric Vehicle Charging Infrastructure
Dwyer, S., Moutou, C. J., Nagrath, K., et al. (2021) · Sustainability · doi:10.3390/su13126590 · Cited by 10 · see citing works
Impact of Awareness on the Adoption of Electric Vehicles: A Systematic Literature Review
Singh, D., & Paul, U. K. (2023) · Emerald Group Publishing Limited eBooks · doi:10.1108/978-1-83753-060-120231023 · Cited by 9 · see citing works
Champahom, T., Chonsalasin, D., Jomnonkwao, S., et al. (2024) · Transportation Research Interdisciplinary Perspectives · doi:10.1016/j.trip.2024.101264 · Cited by 9 · see citing works
Müller, C. (2025) · Transportation Research Part A Policy and Practice · doi:10.1016/j.tra.2025.104455 · Cited by 9 · see citing works
Sustainability assessment of last-mile electrification: A qualitative study in Germany
Selter, J.-L., Schmitz, J., & Schramm‐Klein, H. (2023) · Transportation Research Part D Transport and Environment · doi:10.1016/j.trd.2023.104019 · Cited by 9 · see citing works
Electric Vehicles: An Assessment of Consumer Perceptions Using Importance-Performance Analysis
Hanssen, T.-E. S., & Hasan, S. (2023) · Danish Journal of Transportation Research – Dansk Tidsskrift for Transportforskning · doi:10.54337/ojs.djtr.v5i.7368 · Cited by 8 · see citing works
Rio, D. D. F. D., Kez, D. A., Wong, F. W. B. M. H., Dolfi, A., Srinivasan, G., & Foley, A. M. (2024) · Sustainable Energy Technologies and Assessments · doi:10.1016/j.seta.2024.103980 · Cited by 8 · see citing works
Potential implementation of EVs – Features, Challenges and User perspective
Alotaibi, S., Omer, S., Aljarallah, S., & Su, Y. (2021) · IEEE Green Energy and Smart Systems Conference (IGESSC) · doi:10.1109/igessc53124.2021.9618697 · Cited by 8 · see citing works
Singhal, R., & Patel, C. R. (2022) · Journal of The Institution of Engineers (India) Series A · doi:10.1007/s40030-022-00676-8 · Cited by 8 · see citing works
“Infrastructural barriers (B3) Shortage of charging infrastructure (B31) [5, 16, 19, 22, 42]”
BackgroundInfluentialKimbrell, C. M. (2021) · Energy Research & Social Science · doi:10.1016/j.erss.2021.101971 · Cited by 8 · see citing works
Rosales‐Tristancho, A., Carazo, A. F., Brey, R., et al. (2024) · Transportation Research Part D Transport and Environment · doi:10.1016/j.trd.2024.104342 · Cited by 7 · see citing works
Kirjavainen, J., & Suopajärvi, L. (2025) · European Transport Research Review · doi:10.1186/s12544-025-00721-0 · Cited by 7 · see citing works
“Barriers to change have been studied from several angles in previous research [1, 17, 19, 20] and they are addressed as current issues in the transition process, which obstruct the development towards a desired future.”
Ozcelik, N., Rey‐García, M., & Mato‐Santiso, V. (2025) · Sustainable Production and Consumption · doi:10.1016/j.spc.2025.10.018 · Cited by 7 · see citing works
Towards a combined framework for public electric vehicle charger accessibility in London
Zhang, Y., & Cao, Y. (2025) · Journal of Transport Geography · doi:10.1016/j.jtrangeo.2025.104438 · Cited by 7 · see citing works
Ehsan, F., Habib, S., Guo, J., Gulzar, M. M., Gowtham, N., & AboRas, K. M. (2025) · Energy Strategy Reviews · doi:10.1016/j.esr.2025.101887 · Cited by 8 · see citing works
A systematic literature review of optimal placement of fast charging station
Putra, J. T., Setyonegoro, M. I. B., Niet, T., & Sarjiya, S. (2024) · e-Prime - Advances in Electrical Engineering Electronics and Energy · doi:10.1016/j.prime.2024.100818 · Cited by 10 · see citing works
Knüpfer, K., Mäll, M., Esteban, M., & Shibayama, T. (2021) · Energy Policy · doi:10.1016/j.enpol.2021.112287 · Cited by 7 · see citing works
The Challenges faced by EV Industry in India: An Analysis of Consumer Perception
Sharma, P., Singh, P., & Verma, A. (2022) · Research Journal of Humanities and Social Sciences · doi:10.52711/2321-5828.2022.00027 · Cited by 7 · see citing works
A study of the willingness of Spanish drivers to pay a premium for ZEVs
Rosales‐Tristancho, A., Carazo, A. F., & Brey, R. (2021) · Energy Policy · doi:10.1016/j.enpol.2020.112091 · Cited by 7 · see citing works
The association between automobility engagement and electric vehicle preferences among car buyers
Gauer, V. H., Axsen, J., Long, Z., & Dütschke, E. (2025) · Transportation Research Part D Transport and Environment · doi:10.1016/j.trd.2025.104596 · Cited by 7 · see citing works
Singh, D., & Paul, U. K. (2025) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2025.145344 · Cited by 6 · see citing works
Barriers to electric vehicle home charging and impacts on adoption
Pezeshknejad, P., Damon, L., Grajdura, S., et al. (2026) · Transportation Research Part D Transport and Environment · doi:10.1016/j.trd.2026.105262 · Cited by 6 · see citing works
Ehsan, F., Habib, S., Gulzar, M. M., et al. (2024) · Environment Development and Sustainability · doi:10.1007/s10668-024-05473-w · Cited by 6 · see citing works
- Authors
- Noel, L., Zarazua de Rubens, G., Kester, J., & Sovacool, B. K.
- Affiliations
- University of Sussex (GB)
- Aarhus University (DK)
- Corresponding author
- Noel, Lance
- Venue
- Energy Policy
- Publisher
- Elsevier BV
- Published
- 2020-03
- Volume
- 138
- Pages
- 111292
- ISSN
- 0301-4215 (ISSN-L)
- OpenAlex
- W3003271674
- Semantic Scholar
- 435167dacec4612184486316badf54195a27519b
- Cited by
- 189
- References
- 41
- Citations by year
- 2026: 26 · 2025: 40 · 2024: 40 · 2023: 22 · 2022: 29 · 2021: 26 · 2020: 6
- FWCI
- 7.00
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Energy Policy (publishedVersion, cc-by)
- Figshare (submittedVersion, cc-by)
- Sussex Research Online (University of Sussex) (submittedVersion, cc-by)
- Funders
- Danmarks Frie Forskningsfond (4182-00033B)
- Topics
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Electric Vehicles and Infrastructure
- Physical Sciences › Energy › Renewable Energy, Sustainability and the Environment › Energy, Environment, and Transportation Policies
- Social Sciences › Sociology and Political Science › Social Acceptance of Renewable Energy
- Keywords
- electric vehicles, barriers to adoption, electric mobility, driving range, vehicle price, charging infrastructure, consumer knowledge, Nordic countries, decarbonization, transport policy
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