Keywords

1 Introduction

Urbanization, economic growth, and structural economic changes have led to a steady increase in road transportation, especially in urban areas [1]. Approximately, 50% of urban traffic is caused by commercial vehicles [2]. This results in heavy congestion, air pollution, and greenhouse gas emissions in urban areas [3, 4]. When considering goods transport, it is striking that this only accounts for between 20 and 30% of total urban traffic, but is responsible for 80% of inner-city traffic jams during rush hours, for example, due to the double parking of delivery vehicles [5]. This situation could worsen in the future. Between 2000 and 2017, the number of courier, express, and parcel deliveries (CEP) in Germany doubled from 1.7 to 3.4 billion and, according to estimates, these are expected to increase further to 5 billion deliveries by 2025 [6]. In this context, the potential use of SEVs in commercial transportation and in the CEP industry in particular is a subject of increasing interest [5, 7]. SEVs are much smaller compared to conventional delivery vans or trucks and require less space while in traffic or parking. Furthermore, they are lighter, more agile and, when being powered electrically, more energy efficient than conventional vehicles. Consequently, SEVs have the potential to reduce traffic and its impact, especially in urban areas.

While there are already a number of SEVs on city streets in private transport, they are still the exception for commercial transport services. The total user potential for commercial transport in Germany has already been estimated, for example, by Brost et al. [7], using data from the mobility survey “Mobility in Germany (MiD) 2017”. However, this analysis based on so-called “regular professional trips” only allows an estimation of the maximum technically possible potential (such as driving range or load volume). Furthermore, it is important to note that company-specific criteria have a decisive influence on the user potential [7]. This contribution therefore focuses on a company-specific analysis of user potential. For this purpose, the results of a survey of more than 350 companies and 14 company-specific interviews are combined. This combination of the survey and the interviews allows for a cross-company view as well as a company-specific perspective on acceptance, potentials and obstacles for the use of SEVs in various commercial applications. This approach supports the aim of this contribution to assess the acceptance and company-specific reasons for or against the use of SEVs in commercial transport in general. In addition, due to the high relevance of CEP service providers for efficient urban traffic, an in-depth analysis was conducted on the acceptance and willingness of logistic service providers (LSPs) or logistics departments to use innovative concepts such as SEVs in combination with micro-hubs and on how this concept could contribute to the profitability and environmental impact of innovative city logistics concepts.

SEV definition. In this study, we showed the companies different SEV classifications in advance to give them an impression of the different characteristics of the individual classes. This was done using the following exemplary models: KEP10 (L1e) as a two-wheeled cargo bike, three- and four-wheeled cargo bikes such as the Cargo Cruiser (L2e) or Loadster, the Paxter (L6e), and light electric vehicles such as Twizy Cargo and Microlino (L7e).

2 Materials and Methods

For the analyses of the general potential, an online survey was conducted of 4,000 companies on the distribution and applicability of SEVs in companies. The geographical focus is the “Technologieregion Karlsruhe”.Footnote 1 Companies of varying size from different sectors of industry were surveyed. The analysis covers the responses of more than 350 companies (return rate of ~7.5%).

In addition, interviews were conducted with 14 companies from industries that are considered the most suitable for SEVs in the literature. This involves installation service (1 company interviewed), painting trade (3), chimney sweeps (2), cleaning service (1), nursing service (1), CEP service (1), pharmacy (2), internal factory traffic (1), and delivery service (2). In some sectors, several companies were interviewed to find out whether and how the situation differs between companies in the same sector.

To answer the question about the acceptance of SEVs in combination with micro-hubs and how this concept could contribute to the profitability of innovative city logistics concepts, 13 semi-structured interviews were conducted with experts from different LSPs or logistics departments, supplemented by a total cost of ownership (TCO) calculation, an environmental analysis of CO2-emissions and a processing time analysis. In the interviews, besides evaluating the acceptance of LSPs to use innovative city logistics concepts, we derived logistics and economic data regarding the current transportations structures of the LSPs. The interview consisted of almost 50 questions. The data derived were used to calculate the TCO, processing times, and environmental impact (CO2 emissions) of combining SEVs with micro-hubs.

When applying the TCO method, all relevant processes and procedures of a current and a future scenario or concept has to be analyzed and respective costs have to be specified. Since our interviews showed, that the CEP service industry is most likely to implement micro-hubs with cargo bicycles, we assumed that the original distribution structure is transformed to a micro-hub concept. In the status quo, a conventional delivery van starts the distribution of parcels to customers from a regional distribution center outside of an urban center. In the new concept, a battery-electric heavy-duty truck (HDT) transports two swap bodies (see Fig. 1), used as micro-hubs, from the regional distribution center to an urban center, while battery-electric three-wheeled cargo bicycles distribute the parcels from the swap bodies (micro-hubs) to the end-customers.

Fig. 1
figure 1

Source Dachser Neuss Swap Bodies. Licensed under CC BY-SA3.0 (https://creativecommons.org/licenses/by-sa/3.0/deed.de). Cut out. Original version: https://de.wikipedia.org/wiki/Datei:Dachser_Neuss_Swap_Bodies.JPG

Exemplary representation of swap bodies used as micro-hubs.

We considered the following costs, associated with the two logistics concepts: vehicle costs (fixed costs: annual depreciation, insurance costs and taxes; variable costs: fuel or electricity costs and costs for repair, maintenance, and tires), driver personnel costs, equipment and location costs for the micro-hubs and charging infrastructure costs for electrically powered vehicles. The calculations are based on the data collected in the semi-structured interviews. Missing data was collected through further literature and desk research. The logistics parameters used can be found in Table 1 and the techno-economic parameters in. Tables 2 and 3. Based on these data, we set up an average use case for each of the two logistics concepts and we retrieved average vehicle types, route lengths, break and working times, number of parcels to be delivered, etc. All costs, annually-fixed or variable, kilometer/usage-dependent costs, were broken down to a single parcel. For the calculation of the processing times, time for loading, unloading, delivering, transshipping and parking was considered. Regarding CO2-emissions, only emissions from energy consumption and thus, driving were considered, by employing respective emission factors.

Table 1 Logistics parameters
Table 2 Techno-economic parameters of vehicles
Table 3 Further techno-economic parameters

3 Results

The following section presents the results of the online survey and key insights from the company interviews, followed by an in-depth analysis of combining SEVs with micro-hubs in the CEP industry.

3.1 Results of the Online Survey: Diffusion of, Motives for and Barriers to the Use of SEVs

In a first step, the results from the survey were analyzed to determine the extent to which SEVs are known or are already in use. Based on these findings, the company-specific reasons for or against the use of SEVs were then determined in a second step.

The general knowledge about SEVs in the companies surveyed is evenly split between those who know about SEVs and those who do not. Accordingly, 50% of the respondents have not yet heard of SEVs. 41% of respondents were familiar with two-wheeled cargo bikes. 26% were aware of light electric vehicles, slightly more than the 25% familiar with three- or four-wheeled cargo bikes (see left-hand part of Fig. 2). Once the current state of knowledge about SEVs had been identified, the next step was to ask whether the use of SEVs was generally conceivable from the viewpoint of the companies. For this purpose, all the companies were surveyed, i.e. those already familiar with SEVs and those not familiar with them. The results were that 3% of the companies said they already use SEVs and another 25% can imagine doing so. 71% cannot imagine using SEVs in their company at all (see pie chart in Fig. 2). This means that more than a quarter of all the surveyed companies can imagine using SEVs.

Fig. 2
figure 2

Knowledge and applicability of SEVs in companies (own representation)

In this context, the question arises about the size of the companies that consider SEVs a potential solution. Are these mainly large companies or is the potential use independent of company size? Looking at the applicability of SEVs by company size as depicted in Fig. 3, it is noticeable that 2.5–5% of all sized companies already use SEVs (although it should be noted here that the absolute figures are very low and range between one and six). In addition, parallel patterns emerge when looking at company size. With the exception of companies with more than 250 employees, 22–27% can imagine using SEVs, while 68–76% cannot in each size group. For companies with more than 250 employees, the use of SEVs appears considerably more feasible. Here, 55% of the companies state that they can imagine using SEVs. Thus, although there were only a few large companies in the sample, they seem to offer high potential for the use of SEVs. All in all 102 companies can imagine using SEVs or are already using them. This willingness seems to exist across all company sizes, although it is particularly marked in large companies (see Fig. 3).

Fig. 3
figure 3

Applicability of SEVs in companies according to size

Moreover, this willingness seems also to exist across all sectors. It should be noted that the number of companies that replied is in some sectors quite small. However, with the exception of “Transport and storage” and “Financial and insurance services”, companies from all sectors consider SEVs to be applicable in principle (see Fig. 4).

Fig. 4
figure 4

Applicability of SEVs according to sectors

In this context, it is of interest to find out what advantages companies hope to gain from using SEVs and the 102 companies were questioned about their motives (see Fig. 5). Environmental protection seems to be the most important factor for using SEVs for micro, small and large companies. Reducing fuel costs is also cited as a strong motive. Furthermore, it is noteworthy that micro and small enterprises often have similar motives. In addition, being perceived as innovative is significantly more important for large companies than for other company sizes.

Fig. 5
figure 5

Motives for the (possible) application of SEVs

While the company-specific aspects that motivate a company to use SEVs are of interest, it is also essential to know which company-specific factors hinder the use of SEVs. An analysis was therefore conducted using the data from the companies that had previously stated that the use of SEVs was out of the question. Of the 254 respondents who could not imagine using SEVs in their company, 129 said the reason is that they have no problems with their existing logistics that SEVs could solve. Seventy-seven mentioned that the range of SEVs was considered too limited, followed by insufficient transport volume and too small payload capacity with 64 and 63 mentions, respectively. Eighteen responses mentioned the lack of micro-depots as hindering the use of SEVs. It should be noted, however, that the lack of micro-depots may not be relevant in every economic sector. Examining the obstacles to use SEVs according to company size, it is noticeable that companies with up to 249 employees do not name logistics problems as the main reason. In the case of large companies, the aspect of insufficient range is mentioned most frequently. Figure 6 illustrates the results depending on the company size.

Fig. 6
figure 6

Barriers to the use of SEVs

3.2 Supplementary Findings from Interviews with Companies from Potentially SEV-Relevant Sectors

In order to gain a better understanding of the results of the online survey and why SEVs are considered or not considered by companies in a particular sector, supportive in-depth interviews were conducted with companies from sectors where SEVs might be a relevant option. A brief summary of the most important results of the interviews is presented below.

The statements of the interviewed companies showed that especially nursing services, CEP services, pharmacies, and internal factory traffic seem to be suitable for SEVs. The installation and chimney-sweeping sectors could integrate and use SEVs to some extent in their everyday work. Delivery services are, in principle, also suitable for SEVs in urban areas. Delivery speed is of enormous importance here, especially in the gastronomic sector, and SEVs are not always the fastest option.

It must be emphasized that it is difficult to make a general statement about the suitability of SEVs for an entire sector, as the requirements of companies in the same sector can already be very diverse and therefore a company-specific evaluation should always be made. For example, in the painting business, there are quite different requirements for the range and cargo weight of vehicles. Furthermore, interview partners from the chimney-sweep sector stated that the structure of their working districts varies widely. For example, one district has a diameter of 5.5 km and can be easily covered on foot. In contrast, other districts, which include single-family houses, for example, can be up to 17 km wide and would be suitable for SEVs.

An application of SEVs in the field of nursing services is quite conceivable. The advantages mentioned were more efficient and faster trips as well as reduced time needed to find a parking lot. Another major advantage is that employees without a category B driver’s license could also use them if necessary. Using SEVs could therefore enlarge the pool of potential job applicants, as possession of a category B driving license would no longer be essential. This may also be an issue for other sectors.

In the installation sector, SEVs seem to be particularly suitable for customer services, while their loading volume is considered too small for cleaning services. They cannot transport ladders and larger machines, for example. In addition, other obstacles were also mentioned that are independent of the sector, such as the fact that company cars are sometimes also used privately and SEVs do not meet these requirements, and the lack of charging infrastructure at home. The potential lack of weather protection and lower performance in winter were also criticized. It should be mentioned that the results of the interviews are to be regarded as exemplary and not representative due to the different framework conditions of companies, even within the same sector.

3.3 Results from the In-Depth Interviews and Quantitative Analyses: Acceptance and Impact of SEVs for Micro-Hubs in the CEP Industry

Using SEVs, such as three- or four-wheeled cargo bicycles, in commercial transportation is being increasingly discussed in combination with innovative city logistics concepts. In the logistics literature, one of the most promising solutions is to use SEVs for last-mile distribution from urban micro-hubs or depots [29, 30]. We therefore shed more light on the acceptance of combining electric cargo bicycles with urban micro-hubs and their economic and environmental impacts.

We interviewed CEP LSPs (5), logistics departments of wholesalers for groceries, paintings or other goods (3), transport companies (2), a distributor of a bakery chain (1), a distributor of a trading company (1) and a distributor of newspapers (1). The expert interviews revealed that six out of the thirteen interviewed LSPs would be willing to implement micro-hubs with cargo bicycles. Another LSP would probably implement that concept, while six LSPs would not implement it all (see Fig. 7).

Fig. 7
figure 7

Willingness of LSPs to implement cargo bicycles in combination with micro-hubs

The main reasons given for rejecting the concept of cargo bicycles with micro-hubs were very diverse. Most of the interviewees mentioned too low transportation capacities or the weight restrictions of cargo bicycles as the main reason. These LSPs tend to transport large and/or heavy goods, which are not suitable for cargo bicycles or SEVs in general. Another reason was missing cooling capabilities and difficulties with adhering to hygiene standards. Large quantities of goods that cannot be distributed efficiently with that concept and increased transportation lead-times due to transshipping at the micro-hubs were further reasons for rejecting this concept. Finally, the lack of profitability and a limited number of personnel or difficulties in recruiting new drivers were mentioned. In contrast, other companies responded that they had already implemented cargo bicycles with micro-hubs, at least in first pilot projects. Advantages were mentioned such as improved transportation cost efficiencies for the last mile and circumventing urban access regulations, especially in the morning, in the evening or during the night.

The logistics departments of wholesalers for painting or groceries were mostly reluctant to implement cargo-bicycles with micro-hubs, as were bakeries and pharmacies. Transport companies and general cargo carriers also rejected the concept, mostly because their transported goods are too big and too heavy. Finally, one CEP LSP also rejected the implementation of micro-hubs. Distributors of newspapers, however, as well as other CEPs were willing to implement cargo bicycles with micro-hubs. One distributor of textiles could imagine using cargo bicycles with micro-hubs to distribute textiles ordered online to end-customers, while micro-hubs would not be an option for deliveries to retail stores.

In summary, acceptance of SEVs depends heavily on the logistics structures and general framework conditions, as well as on the type of transported goods. This is very industry-specific and the results show that the highest potential for cargo bicycles with micro-hubs is in the distribution of smaller goods, mainly to end-customers, which primarily concerns the CEP industry.

Based on these results, and considering the high acceptance of this concept among CEP LSPs, a quantitative analysis of the economic and environmental impacts was then carried out.

Figure 8 shows the results of calculating the TCO, CO2 emissions and processing time. Shifting from the status quo to cargo bicycles with micro-hubs would decrease transportation costs per parcel by 25%. The main reason for this is that one cargo bicycle can actually replace one delivery van and cargo bicycles are much cheaper in terms of investments, as well as variable costs. We assumed that one van distributes 175 parcels on average on a standard tour lasting 9.7 h. The loading capacity of a cargo bicycle was assumed to be 32 parcels and its distribution tours only take around 1.3 h. In order to distribute the same number of parcels as a van, six bike tours are required, adding up to 9.4 h and including transshipping time at the micro-hub.

Fig. 8
figure 8

Results of economical, ecological, and processing time calculations

Cargo bicycles with micro-hubs can reduce the CO2 emissions per parcel by almost 80% (see Fig. 8). It has to be mentioned here that we only included the emissions from driving and excluded the emissions from the production of the vehicles. Nevertheless, this represents a huge reduction. This is because electric drivetrains are much more energy-efficient than conventional internal combustion engines and electricity has a much lower CO2 emission factor than diesel. Reducing the emissions to zero would only be possible using 100% renewable electricity, which is currently not the case (calculations are based on Germany’s power mix). Finally, average processing times would increase by almost 60%. The processing time starts when a parcel leaves the regional distribution center and ends when it is delivered to the recipient. Thus, for the status quo, the parcel in the van is more or less directly on its way or at least on its final distribution tour to the recipient. For the micro-hub case, however, we assume that the micro-depots have to be distributed by the HDT (2 per HDT-tour), which takes extra time, as does transshipping at the micro-hub and only then can the cargo bicycle tour start from the micro-hub.

To sum up, from an economic and environmental perspective, electric cargo bicycles in combination with micro-hubs offer major benefits. Costs can be reduced by 25%, while CO2 emissions can be reduced by 79%. The only drawback is the higher processing time involved, which increases by 58%.

4 Summary and Conclusions

SEVs can contribute to more sustainable commercial transportation due to their reduced size, lower noise emissions, and lower CO2 emissions. However, so far, only half of the companies surveyed know about them. Nevertheless, a quarter of these companies can imagine using SEVs, so there is a large user potential for SEVs in commercial transport. This potential is found in all sizes of companies, but especially in large ones. The main reasons for potentially using SEVs are not primarily monetary. Environmental protection and employee satisfaction are ranked first and second here. Thus, policy makers could use this intrinsic motivation to promote the diffusion of SEVs and thus reduce THG emissions. The reasons given for not using an SEV include no logistical advantage for the company and construction-related criteria such as transport weight, range or load volume. In order to activate the as yet unexploited potential, it is therefore advisable for SEV sellers to further inform companies about the existence and advantages of SEVs. In addition, the trial use of SEVs could offer the opportunity to show potential areas of application in companies that have not yet considered them.

The acceptance of electric cargo bikes in combination with innovative city logistics concepts, such as micro-hubs, is very high. Almost half of the interviewed LSPs would be willing to implement such a concept. However, acceptance depends to a large extent on the characteristics of the transported goods and thus, on the type and sector of the LSP. Bearing in mind, that electric cargo bikes would not be able to transport the bulk goods of many of the interviewees, the acceptance is high. The CEP industry, in particular, shows high acceptance of this concept, which offers economic and environmental benefits, but increased average processing times. The necessity of fast deliveries, however, is arguable. Consequently, for LSPs, electric cargo bicycles in a micro-hub concept represent an economically and environmentally beneficial solution with the potential to decrease urban traffic and make our cities greener.