Decarbonizing Aviation Ground Operations 2025
Page 21 of 37 · WEF_Decarbonizing_Aviation_Ground_Operations_2025.pdf
To account for uncertainty and variability in existing
datapoints, the model assumptions (that could
change depending on regional and operational
dynamics) and future cost trajectories, a scenario
and sensitivity analysis was also undertaken.
Geographical factors, market dynamics and
operational needs can affect the assumptions
used for the analysis, requiring flexibility in the
assessment performed. This sensitivity analysis thus
aimed to identify the key variables influencing the
levelized cost of ownership (LCO, €/km) for each
bus technology scenario: diesel, retrofitted, battery
electric and hydrogen (see Figure 7). Certain variables, such as bus driver salary, utilization
rate and government subsidies, are significant drivers
of cost across all technologies. Driver salary, in
particular, represents a substantial share of operational
expenditure. Utilization rate – defined as the proportion
of time a bus is actively in service carrying passengers
– directly impacts the amortization of fixed costs and is
a key determinant of LCO for all scenarios. The longer
a bus is in service carrying passengers, the more its
fixed costs are spread out, lowering the overall cost
per km. Conversely, if buses are used less, the cost
per km can rise dramatically, sometimes by as much
as 300% for some of the technology scenarios.3.3 Sensitivity analysis
Sensitivity analysis for each technology scenario –
Main parameters driving levellized €/km priceFIGURE 7
Common Across Options
2.50383.71€/km (Baseline)
25.6k
6.56
150k
1.08
0.28
0.5718
54.87k
2.56
350k
2.26
0.4
0.69
3.00 4.00 5.00 3.50 4.50 5.50Diesel bus maintenance cost (€/km)Diesel bus fuel consumption (l/km)Diesel fuel price (€/litre)Diesel bus unit price (€)WACC (%)Bus driver salary (€)Bus utilization (%)Diesel bus TCO sensitivity
E-bus TCO sensitivity
EV bus maintenance cost (€/km)Charging station number of unitYear of investment
Electricity price (€/kWh)EV bus unit price (€)EV bus government subsidy (%)
WACC (%)Bus driver salary (€/driver)Bus utilization (%)
2.50 3.00 4.00 5.00 3.50 4.50 5.50EV bus battery replacement cost
(% of new bus price)38
25.6k
75
6.56
368k
2050
0.0918
54.87k
0
2.56
750k
2050
0.30
25 45
13 50
0.30 0.433.35€/km (Baseline)
Decarbonizing Aviation Ground Operations: Alternative Bus Technologies
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