Table 5 Binary logistic regression model - Utility function coefficients
Model Variable | Attribute | Coefficient (β) | Significance level P[ | Z | >z] |
---|---|---|---|
\({\beta }_{0}\) | Intercept | -1.05496 | < 2e-16 *** |
\({{\rm{AV}}}_{{\rm{knowledge}}3}\) | Knowledge for AVs. (for level 3 - neutral stance of respondent’s knowledge). | 0.25007 | 0.000335 *** |
\({{\rm{AV}}}_{{\rm{knowledge}}5}\) | Knowledge for AVs. (for level 5 - excellent respondent’s knowledge). | 0.49107 | 0.000352 *** |
\({{\rm{driven}}}_{{AV}}\) | Have you or a relative of yours ever driven a car with automation elements? | 0.18627 | 0.004181 ** |
\(A{V}_{{safe}{{rthanCV}}_{3}}\) | Driving an Autonomous Vehicle is safer than a conventional one. (for level 3 - neutral stance of respondent) | 0.25575 | 0.003349 ** |
\(A{V}_{{safe}{{rthanCV}}_{4}}\) | Driving an Autonomous Vehicle is safer than a conventional one. (for level 4 - positive stance of respondent) | 0.26511 | 0.007074 ** |
\(A{V}_{{safe}{{rthanCV}}_{5}}\) | Driving an Autonomous Vehicle is safer than a conventional one. (for level 5 - total agreement of respondent) | 0.83205 | 2.00e-07 *** |
\(A{V}_{{trus}{{thighway}}_{5}}\) | Do you trust an Autonomous Vehicle to drive in a highway? (for level 5 – complete trust of respondent) | 0.30402 | 0.031312 * |
\({dataprivac}{y}_{{AVpreference}4}\) | Will data privacy issues affect your preference for an Autonomous Vehicle? (for level 4 – positive stance of respondent) | -0.25540 | 0.000839 *** |
\({dataprivac}{y}_{{AVpreference}5}\) | Will data privacy issues affect your preference for an Autonomous Vehicle? (for level 5 - total agreement of respondent) | -0.55738 | 6.03e-08 *** |
\({autonomou}{s}_{P{T}_{{Europe}}}\) | Did you know that Autonomous Public Transport modes are already/currently being used in European countries? | -0.41177 | 2.39e-08 *** |
\({Gender}\) | What is your Gender? | 0.16246 | 2.13e-06 *** |
\({age}3{6}_{45}\) | What is your Age? (for Age between 36-45 years old) | 0.24027 | 0.009928 ** |
\({incom}{e}_{{gr}5000}\) | What is your monthly income? (for Income greater than 5000€) | 0.57734 | 0.001532 ** |
\({ag}{e}_{{gr}65}\) | What is your Age? (for Age greater than 65 years old) | -1.74404 | 0.004263 ** |
\({Mc}\) | Which is the main transport mode in your everyday life? (for Motorcycle) | 0.50421 | 9.84e-05 *** |
\({Entertainment}\) | Which is the main trip purpose of your transportation in everyday life? (for Entertainment) | 0.33964 | 1.10e-06 *** |
\({Vehdr}\) | Which is the main transport mode in your everyday life? (for Vehicle as driver) | 0.18357 | 0.005525 ** |
\({Safety}\) | Preference for an AV when the car industry guarantees the safety of the passengers. | 0.75487 | < 2e-16 *** |
\({Infrastructure}\) | Preference for an AV when there is sufficient road infrastructure. | 0.33066 | 0.000101 *** |
\({Framework}\) | Preference for an AV when there is an adequate legislative framework. | 0.19776 | 0.021184 * |