Submitted:
02 February 2026
Posted:
05 February 2026
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Abstract
Keywords:
1. Introduction
Literature Overview
- Energy consumption at household level
- 2.
- Parking behavior
- 3.
- Barriers
- 4.
- Incentives
2. Methods
2.1. Survey
2.2. Interviews
2.2.1. Interviews - Wave 1
2.2.2. Interviews - Wave 2
3. Results
3.1. Results from the Survey
3.1.1. Factor Analysis
3.1.2. Linear Regression Models
3.2. Results from the Interviews
- Convenient and Resilient home
“We have a charging box at home. So we always charge at home. I’ve charged away from home once in a year, so I have the habit of plugging in and charging every time we come home.” Participant M
“No, it’s the same thing there. In that parking lot, there are charging stations, but since they are from an external provider, I feel it’s too complicated for me to connect the car, charge it so that I maybe have a driving range of two miles. And then I go home again. It’s way too complicated. So, I just park.” Participant K
- Minimum range for emergencies
“If I’m driving only in the city, but still I will want to charge it when it’s like close to 60-50km [Remaining range]. That’s when I feel like I need to charge. But my husband usually let it go to like 30km. He said, “yeah, but we don’t need to charge it”. “Yes, we do.”” Participant A
“That it never discharges more than 50% [Battery level]. But I could allow it to discharge down to 20%, provided that by the time I need to leave, it is back to at least 50%.” Participant JN
- Fears of battery degradation
“So, if I had owned the car, I would definitely have been more worried about the wear and tear on the battery. Eh, because then I would have invested in the car in a different way.” Participant M
“I need to be sure somehow that doesn’t affect too much, doesn’t degrade too much.” Participant D
- Trust in the system/providers
“It’s less likely that they’re going to be working [Public charging]. So you run into ones where the screen doesn’t work or the payment system doesn’t work and you have to download a new app and it’s kind of frustrating thing.” Participant J
“Yeah, because I mean, that from, I think that is one if you look at the society as a whole and then, the aspect of bidirectional becomes more relevant to me if it’s clear how it’s being used and if it’s being used as a benefit to society, then I would be more likely to use it rather than if I just, ok, it’s some electrical company who has some sort of gain, then I would be less interested for my liking” Participant K
- Economic and social incentives
“One would like to see perhaps the needs of the grid if one can somehow predict it. When will the next need arise? Uh, in time, so one might be able to adapt oneself. Okay. Yes, but then one might be able to park here and help out, right?” Participant P
“And then it is the case that when I have looked at charging in places other than at home, I have never seen dynamic prices there, but it is the same price regardless of when I would charge. And since those prices are significantly higher than what I charge at home, it is not interesting because it [home charging] take me back and forth. It is more of an emergency solution.” Participant JN
- User preferences and need for control of V2G services
“I want to see the numbers and the values and build trust for the numbers and the estimations. And when I get an idea of how much error there is in the estimations” Participant D
“I always sort of connect [Charging cable] and then normally it will be used either as a vehicle to grid or charging or whatever. Yeah. As long as it doesn’t go below my threshold [minimum battery level]. But I always want the possibility to say, ah, today I want something else.” Participant L
4. Discussion
Limitations
Author Contributions
Funding
Data Availability Statement
Informed consent statement
Acknowledgments
Conflicts of Interest
Abbreviations
| EV | Electric Vehicle |
| ICE | Internal Combustion Engine |
| PHEV | Plug-in Hybrid Electric Vehicle |
| PV | Solar Photovoltaics |
| SoC | Minimum State of Charge |
| ToU | Time of Use |
| V2G | Vehicle-to-Grid |
Appendix A
| J male |
D male |
A female |
JN male |
K male |
M female |
P male |
L male |
|
|---|---|---|---|---|---|---|---|---|
| Car ownership | Owner | Owner | Owner | Owner | Leased | Leased | Leased | Leased |
| Household | 2 adults,3 children | 2 adults | 2 adults,2 children | 1 adult | 1 adult | 2 adults | 3 adults | 3 adults |
| Housing type | House | House | House | House | Apartment | House | House | House |
| Energy contracts | ToU (Hourly based) |
ToU (Hourly based) |
ToU (Hourly based) |
ToU (Hourly based) |
NA | Fixed | ToU (Hourly based) |
ToU (Monthly based) |
| House’s energy system | Pellets | Heat pump, radiator and fireplace | Solar panels | Floor heating with an exhaust air heat pump | NA | NA | Solar panels | Heat pump |
| Commuting driving distances | Short | Long | Long | Long | Long | Long | Long | Long |
| Charging location | Home mostly | Home only | Home mostly | Home mostly | Public | Home mostly | Home – sunny days | Home mostly |
| Minimun SoC | 30% | 60% | 60% | 40% | NA | NA | NA | NA |
| Other modes of transport | Active commuting | None | Active commuting | None | None | None | Active commuting | None |
| Battery degradation | Not much concerned | Concerned | NA | Not much concerned | Concerned | Concerned if private owner | Concerned | Not much concerned |
| SK female |
PL female |
NÅ female |
CU male |
NH male |
MW male |
CE female |
MH male |
|
|---|---|---|---|---|---|---|---|---|
| N Cars | 3 (2 BEVs) | 1 BEV | 2 BEVs | 2 (1 BEV) | 2 (1 BEV) | 2 (1 BEV) | Leased | 2 BEVs |
| Household | 2 adults with teens | 2 adults | 2 adults with teens | 2 adults with children | 2 adults with teens/children | 2 adults with children | 2 adults with children |
2 adults with teens/children |
| Housing type | House | Apartment | House | House | House | House | House | House |
| Energy contracts | ToU (Hourly + power tariff) |
ToU (Monthly) |
ToU (Hourly + power tariff) |
ToU (Hourly + power tariff) |
ToU (Monthly) |
ToU (Hourly) |
ToU (Monthly) |
ToU (Monthly + power tariff) |
| Charging and energy set up | Walllbox | Walllbox |
Walllbox |
Walllbox |
Walllbox |
Walllbox + solar +battery |
Walllbox |
Walllbox + solar |
| Commuting driving distances (km) | 40 | 10 | 20 | 15 | 20 | 15 | 70 | 60 |
| Charging location | Home mostly | Home mostly | Home only | Home only | Home only | Home only | Home and Workplace | Home only |
| Sustainability (std. α = 0.77) |
Efficiency (std. α = 0.85) |
Uncertainties (std. α = 0.85) |
|
|---|---|---|---|
| “I believe that the use of renewable energy will increase” | 0.58 | 0.22 | -0.09 |
| “I believe that parked cars will be better used if connected to V2G” | 0.96 | 0.25 | -0.11 |
| “I believe that the energy prices on the market will decrease” | 0.24 | 0.80 | -0.16 |
| “I believe that the risk of power outages will decrease” | 0.25 | 0.81 | -0.15 |
| “I believe that the need for energy production will decrease” | 0.11 | 0.71 | -0.01 |
| “I would fear that I would not have sufficient range to complete my transport needs” | -0.05 | -0.15 | 0.71 |
| “I would be afraid that battery life would be shorter than without bidirectional charging” | -0.04 | -0.07 | 0.60 |
| “I would expect an increase of charging failures on public spaces” | -0.16 | -0.09 | 0.62 |
| “I fear that V2G will add complexity to planning the charging of my vehicle” | -0.05 | -0.06 | 0.84 |
| “I will lose some control of charging my electric vehicle” | -0.07 | -0.01 | 0.83 |
| Cumulative Variance explained | 0.27 | 0.20 | 0.14 |

Appendix B
Interview Guide - Wave 1
Interview Guide - Wave 2
- Introduction (5 min.)
- 2.
- Individual ranking (5 min)
- 3.
- In-depth discussion per offer (20 min)
- 4.
- Critical Parameters (10 min)
- 5.
- Conclusion (5 min.)
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| Sustainability | Efficiency | Uncertainties | |||||||
| ß (SE) | t | p | ß (SE) | t | p | ß (SE) | t | p | |
| Car type ICE | -0.45(0.24) | -1.86 | 0.063 | 0.56(0.23) | 2.46 | 0.014 | -0.27(0.23) | -1.15 | 0.248 |
| Car type PHEV | -0.28(0.23) | -1.17 | 0.241 | 0.42(0.22) | 1.86 | 0.062 | -0.17(0.23) | -0.72 | 0.468 |
| Gender (woman) |
-0.33(0.14) | -2.25 | 0.024 | 0.31(0.13) | 2.23 | 0.026 | -0.25(0.14) | -1.78 | 0.075 |
| Age (26-35 years) | -0.13(0.56) | -0.23 | 0.817 | -0.12(0.53) | -0.23 | 0.813 | -0.44(0.55) | -0.80 | 0.420 |
| Age (36-45 years) | -0.33(0.56) | -0.59 | 0.554 | 0.13(0.53) | 0.24 | 0.803 | -0.58(0.55) | -1.06 | 0.289 |
| Age (46-55 years) | -0.33(0.56) | -0.59 | 0.552 | 0.37(0.53) | 0.69 | 0.487 | -0.50(0.55) | -0.91 | 0.359 |
| Age (56-65 years) | -0.53(0.56) | -0.93 | 0.348 | 0.39(0.54) | 0.72 | 0.468 | -0.65(0.56) | -1.16 | 0.244 |
| Age (66+ years) | 0.35(1.09) | 0.32 | 0.745 | -0.78(1.04) | -0.75 | 0.450 | -1.23(1.07) | -1.14 | 0.253 |
| El_plan Others | -0.25(0.29) | -0.86 | 0.389 | -0.13(0.27) | -0.49 | 0.617 | -0.08(0.28) | -0.30 | 0.764 |
| EL_plan Variable rate (hourly) | 0.35(0.13) | 2.62 | 0.008 | -0.21(0.12) | -1.67 | 0.094 | 0.13(0.13) | 0.99 | 0.322 |
| EL_plan Variable rate (monthly) |
-0.11(0.13) | -0.84 | 0.400 | -0.03(0.12) | -0.28 | 0.776 | -0.19(0.13) | -1.49 | 0.136 |
| Housing_Rented apartment | -0.05(0.17) | -0.28 | 0.776 | 0.25(0.16) | 1.53 | 0.125 | -0.14(0.17) | -0.81 | 0.418 |
| Housing_Owned apartment | -0.34(0.16) | -2.08 | 0.037 | 0.38(0.15) | 2.45 | 0.014 | -0.00(0.16) | -0.02 | 0.977 |
| Housing_Other | 1.06(0.98) | 1.08 | 0.279 | -0.75(0.93) | -0.81 | 0.417 | 0.06(0.96) | 0.06 | 0.948 |
| Model | R2 adju = 08, F(14, 369) = 3.5, p <.001 | R2 adju = .07, F(14, 369) = 3.07, p <.001 | R2 adju = .01, F(14, 369) = 1.48, p = .112 | ||||||
| Location L | Location T | ||||||||
| Offer | NH | CU | NA | Total | PL | MH | CE | SK | Total |
| A – Cheaper charging | 3 | 1 | 3 | 7 | 5 | 3 | 4 | 5 | 17 |
| B – Point system | 1 | 3 | 1 | 5 | 1 | 4 | 2 | 2 | 9 |
| C – VIP parking | 4 | 2 | 2 | 8 | 3 | 1 | 5 | 4 | 13 |
| D – Cheaper parking | 5 | 4 | 5 | 14 | 2 | 2 | 3 | 3 | 10 |
| E – Selling electricity/capacity | 2 | 5 | 4 | 11 | 4 | 5 | 1 | 1 | 11 |
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