Norwegians’ preferences for automated vehicles

• Norwegians prefer partially AVs, followed by highly AVs and CVs. • Psychological factors outweigh demographics in AV preferences. • Top predictors: ease of use, norm, innovativeness, attitudes, usefulness. • Beliefs and norms shape Norwegians’ AV preferences significantly. • Norwegians are ready for high-level AVs regardless of demographics. The present study predicts Norwegians’ preferences for automated vehicles (AVs). We contribute to the state of the art of AV studies by identifying the relative importance of different predictors including demographic, socioeconomic, travel attributes, and psychological factors (i.e., the technology acceptance model (TAM), the theory of planned behaviour (TPB), personal innovativeness, and risk perception) in a Nordic country. A stratified random sample of Norwegians (n = 1000) was used as data in an artificial neural network. The findings show that (1) most people prefer partially AVs followed by high level AVs and conventional vehicles, (2) psychological factors have a greater influence on AV preferences compared to demographic, socioeconomic, and travel attributes, and (3) the five most important predictors of AV preferences are perceived ease of use of high level AVs (importance (i) = 100 %), subjective norm (i = 63.1 %), innovativeness (i = 59.9 %), attitudes towards high level AVs (i = 45.5 %), and perceived usefulness (i = 39.2 %). Policies and AV promotion could be based on components in the TAM and the TPB. Norwegians’ personal beliefs and social norms regarding usefulness, efficiency, and ease of driving with high level AVs can to a large extent positively influence their preferences to use AVs with a high level of automatisation. Norwegians seem to be ready for a transition to high level AVs regardless of their age, gender, education, or income. This latter finding implies that AV promotion in Norway can rely on broad nudging strategies aimed at all licensed drivers, rather than targeting specific demographics.

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Publication Details

Journal
Transportation Research Interdisciplinary Perspectives
Published
2025-06-17
DOI
https://doi.org/10.1016/j.trip.2025.101493
Citations
1
Primary Topic
Transportation and Mobility Innovations
Type
article
Field-Weighted Citation Impact
0.68
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article

Norwegians’ preferences for automated vehicles

Trond Nordfjærn, Milad Mehdizadeh, Christian A. Klöckner
1 citations
Transportation Research Interdisciplinary Perspectives
Transportation and Mobility Innovations
0.68
article

Norwegians’ preferences for automated vehicles

Trond Nordfjærn, Milad Mehdizadeh, Christian A. Klöckner
article en
1 citations

Abstract

• Norwegians prefer partially AVs, followed by highly AVs and CVs. • Psychological factors outweigh demographics in AV preferences. • Top predictors: ease of use, norm, innovativeness, attitudes, usefulness. • Beliefs and norms shape Norwegians’ AV preferences significantly. • Norwegians are ready for high-level AVs regardless of demographics. The present study predicts Norwegians’ preferences for automated vehicles (AVs). We contribute to the state of the art of AV studies by identifying the relative importance of different predictors including demographic, socioeconomic, travel attributes, and psychological factors (i.e., the technology acceptance model (TAM), the theory of planned behaviour (TPB), personal innovativeness, and risk perception) in a Nordic country. A stratified random sample of Norwegians (n = 1000) was used as data in an artificial neural network. The findings show that (1) most people prefer partially AVs followed by high level AVs and conventional vehicles, (2) psychological factors have a greater influence on AV preferences compared to demographic, socioeconomic, and travel attributes, and (3) the five most important predictors of AV preferences are perceived ease of use of high level AVs (importance (i) = 100 %), subjective norm (i = 63.1 %), innovativeness (i = 59.9 %), attitudes towards high level AVs (i = 45.5 %), and perceived usefulness (i = 39.2 %). Policies and AV promotion could be based on components in the TAM and the TPB. Norwegians’ personal beliefs and social norms regarding usefulness, efficiency, and ease of driving with high level AVs can to a large extent positively influence their preferences to use AVs with a high level of automatisation. Norwegians seem to be ready for a transition to high level AVs regardless of their age, gender, education, or income. This latter finding implies that AV promotion in Norway can rely on broad nudging strategies aimed at all licensed drivers, rather than targeting specific demographics.

Transportation Research Interdisciplinary PerspectivesVol. 32
University of Leeds (GB), Norwegian University of Science and Technology (NO)
Openalex Percentile: Top 29%
Transportation and Mobility Innovations
0.68
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