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Table 1 Running example of an agent’s decision-making for a 18km-journey from Sion to Sierre/Siders. Note that the expected utility is a cost function, i.e. agent prefer lower valueFootnote

Data collected from (Google Map; Rome2rio website; Mobility and Transport Microcensus 2017; Swiss Household Energy Demand Survey (SHEDS) 2017)

From: A socio-psychological modal choice approach to modelling mobility and energy demand for electric vehicles

Level

Determinant

w

EU

1st

Evaluation (Price - Swiss franc), Belief = 100%

2

EU(car) = 4 EU(train) = 3 EU(bike) = 0

 

Evaluation (Duration - hours), Belief = 100%

4

EU(car)≈ 0.3 EU(train)≈ 0.2 EU(bike)≈ 1

 

Norm (similarity with others)

3

EU(train) = 1 EU(car) = 2 EU(bike) = 3

 

Role (environmental friendliness)

2

EU(car) = 3 EU(train) = 2 EU(bike) = 1

 

Self-concept (personal preference)

3

EU(car) = 1 EU(train) = 2 EU(bike) = 3

 

Emotion (enjoyment)

1

EU(car) = 1 EU(train) = 2 EU(bike) = 3

 

Frequency (past similar trips - note that lower value means more usage)

3

EU(car) = 0 EU(train) = 0 EU(bike) = 1

2st

Consequence (Evaluation + Belief)

4

EU(car) = 4/7*2 + 0.3/1.5*4 ≈ 1.94 EU(train) = 3/7*2 + 0.2/1.5*4 ≈ 1.39 EU(bike) = 0/7*2 + 1/1.5*4 ≈ 2.67

 

Social factors (Norm + Role + Self-concept)

2

EU(car) = 1/6*3 + 3/6*2 + 1/6*3 = 2 EU(train) = 2/6*3 + 2/6*2 + 2/6*3 ≈ 2.67 EU(bike) = 3/6*3 + 1/6*2 + 3/6*3 = ≈ 3.33

 

Affects (Emotion)

2

EU(car) = 1/6*1 ≈ 0.17 EU(train) = 2/6*1 ≈ 0.33 EU(bike) = 3/6*1 = 0.5

3rd

Intention (Consequence + Social factors + Affect)

4

EU(car) = 1.94/6*4 + 2/8*2 + 0.17/1*2 ≈ 2.13 EU(train) = 1.39/6*4 + 2.67/8*2 + 0.33/1*2 ≈ 2.26 EU(bike) = 2.67/6*4 + 3.33/8*2 + 3/1*2 ≈ 3.28

 

Habit (Frequency)

3

EU(car) = 0/1*3 = 0 EU(train) = 0/1*3 = 0 EU(bike) = 1/1*3 = 3

 

Facilitating conditions (lower mean easier to access)

2

EU(car) = 0 EU(train) = 1 (agent is far from train station) EU(bike) = 0

 

Behaviour output

 

EU(car) = 2.13/7.67*4 + 0/2*3 + 0/2*2 ≈ 1.11 EU(train) = 2.26/7.67*4 + 0/2*3 + 1/2*2 ≈ 2.18 EU(bike) = 3.28/7.67*4 + 1.5/2*3 + 3/2*2 ≈ 6.96