Customer interest

Mobility concept preferences Autonomous vehicle preference Mobility planning Digitized culture preference EV preference Mobility behaviour EV/PHEV sales Customer curiosity

Regulation

Type approval process Restrictions for ICEs CO2 legislation Automotive association activities

Technology

Autonomous vehicle – Computing power Patent activities Battery cost – EVs Venture Capital invest – Mobility Venture Capital invest – Artificial intelligence

Infrastructure

Mobile network – 5G coverage EV/PHEV charging infrastructure Multi modal mobility Vehicle-2-vehicle communication Test roads – Autonomous vehicle

Industry activity

Automotive products (Level 4+) R&D intensity – Autonomous driving EV portfolio Amount of shared vehicles