Cited by 189Electric Vehicles and InfrastructureEnergy, Environment, and Transportation PoliciesSocial Acceptance of Renewable Energy

Understanding the socio-technical nexus of Nordic electric vehicle (EV) barriers: A qualitative discussion of range, price, charging and knowledge

Open access
Noel, Lance, Zarazua de Rubens, Gerardo, Kester, Johannes, Sovacool, Benjamin K.·2020·Energy Policy

Abstract

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

Crossref · 10.1016/j.enpol.2020.111292

Cites

44 of 44 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

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
  • 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.

    Premisecitation

    Nordic 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).

    Premisecitation

    Much 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.

    Interpretationcitation

    For 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).

    Interpretationcitation

    The 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.

    Premisecitation

    EVs 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.

    Premisecitation

    Consumers 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).

    Findingcitation

    Some 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    In 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 claim
  • Probably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing). May combine two claims.

    Findingown data

    R186 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingnone given

    Experts 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 claim
  • May combine two claims.

    Findingown data

    Estimates 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 claim
  • Probably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing). May combine two claims.

    Findingown data

    R70 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 claim
  • May combine two claims.

    Findingown data

    The 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 claim
  • May combine two claims.

    Findingown data

    Of 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    For 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 claim
  • May combine two claims.

    Findingown data

    Range 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 claim
  • May combine two claims.

    Findingown data

    There 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    Swedish 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 claim
  • May combine two claims.

    Findingown data

    Those 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 claim
  • May combine two claims.

    Findingown data

    Experts 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 claim
  • Classified as probably not a substantial claim.

    Findingown data

    The 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    R63 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 claim
  • May combine two claims.

    Findingown data

    Barriers 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Some 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    Many 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingnone given

    Many 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 claim
  • May combine two claims.

    Findingown data

    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.

    “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 claim
  • Probably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing).

    Findingown data

    R28 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 claim
  • Classified as probably not a substantial claim.

    Findingnone given

    The 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 claim
  • May combine two claims.

    Findingcitation

    Most 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).

    Findingcitation

    Some 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Many 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Other 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingreasoning

    Nearly 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 claim
  • May combine two claims.

    Findingown data

    12% 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 claim
  • Classified as probably not a substantial claim.

    Findingown data

    Many 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 claim
  • May combine two claims.

    Findingown data

    9 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingreasoning

    The 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 claim
  • May combine two claims.

    Findingown data

    Public 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 given

    Many 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 claim
  • May combine two claims.

    Findingown data

    Less 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 claim
  • The quote only partly states this claim.

    Findingown data

    The 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingnone given

    In 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 claim
  • May combine two claims.

    Findingown data

    Consumer 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.

    Findingreasoning

    Although 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    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.

    “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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Some 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 claim
  • May combine two claims.

    Findingown data

    Even 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Many 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 claim
  • Probably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing).

    Findingreasoning

    R98 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 claim
  • Probably not a substantial claim: may not pass S1 (asserted), S4 (based).

    Findingnone given

    Numerous 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    According 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    To 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 claim
  • May combine two claims.

    Findingown data

    Most 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 claim
  • Probably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing).

    Findingnone given

    R39 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Price 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    R204 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Expert 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    Experts 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 claim
  • May combine two claims.

    Findingown data

    Winter 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingreasoning

    Experts 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Many 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    One 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 claim
  • May combine two claims.

    Findingown data

    The 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    The 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Apartment 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    R100 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    The 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    The 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 data

    Nearly all discussion of grid impact focused on distribution networks.

    “Nearly all the discussion was focused on distribution networks.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Findingnone given

    Apartment 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    Government 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 claim
  • May combine two claims.

    Findingown data

    Practically 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    R136 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 claim
  • Probably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing), S4 (based).

    Findingnone given

    Many 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 claim
  • May combine two claims.

    Findingown data

    Outside 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingreasoning

    R93 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    The 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    Experts 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Norway 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 data

    The 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 claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Premisenone given

    A 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    By 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).

    Premisereasoning

    System 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 claim
  • Classified as probably not a substantial claim.

    Premisereasoning

    Consumer'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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    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.

    “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 checked
    • cites Egbue and Long, 2012 source
    • cites Sovacool and Hirsh, 2009 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The 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.

    Interpretationreasoning

    The 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 claim
  • Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

    Premisereasoning

    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 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    The 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Range 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 checked
    • cites Zhang et al., 2015 source
    • cites Saxena et al., 2015 source
    • cites Pearre et al., 2011 source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    The 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 claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    The 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    The 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 claim
  • Classified as probably not a substantial claim.

    Premisecitation

    Thomas 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 given

    Participants 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 claim
  • Classified as probably not a substantial claim.

    Premisecitation

    Semi-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 data

    The 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    EVs 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.

    Premisecitation

    Non-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 given

    Common 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 claim
  • Classified as probably not a substantial claim.

    Study design and conductcitation

    The 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 claim
  • May combine two claims.

    Premisecitation

    Continued 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).

    Premisereasoning

    The 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Semi-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.

    Premisereasoning

    It 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    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.

    “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.

    Interpretationcitation

    The 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.

    Interpretationreasoning

    The 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    A 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    The 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    The 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 claim
  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationnone given

    Techno-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 claim
  • May combine two claims.

    Interpretationreasoning

    EV 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 claim
  • Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

    Interpretationreasoning

    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.

    “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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    Mental 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    The 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    There 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.

    Interpretationreasoning

    Price 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 claim
  • May combine two claims.

    Interpretationreasoning

    The 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 claim
  • Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

    Interpretationreasoning

    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.

    “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 claim
  • Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

    Interpretationreasoning

    Giving 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 claim
  • Classified as probably not a substantial claim.

    Interpretationown data

    Experts 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 given

    Much 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
124 of 124
  • 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.”
11 of 11

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

    Minor

    The research design says the 227 interviews were conducted across 15 cities, whereas the abstract says seventeen cities.

  • Number of interviews without barriers differs between tables

    Minor

    Table 3 excludes five interviews because they did not discuss any barriers; Table 4 gives the same reason for excluding six.

2 of 2

Cites

Flagged first, then by citations

Research works printed but not linked: 2

  1. Lambert, 2017, Denmark to relaunch its electric vehicel market with incentives after a year with almost No sales, Electrek, 2017
  2. Yin, 2003, vol. 5

Cited by

Sorted by citations

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
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
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

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-28.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-28.

Cited sources are checked by gpt-6-sol.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

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