Data collection was conducted through a questionnaire supported by the Welphi platform, a tool that manages and implements the Delphi Method in a more organized manner. The results will also be presented and discussed.
5.1. Sociodemographic Data
Data collection, as previously mentioned, was carried out using the Welphi tool. This allowed the experts to compare their responses with the previous round, as well as with what the rest of the experts thought would be most appropriate depending on the dimensions presented. This method meant that, despite constant feedback, the experts were not influenced by external means and by other parties involved, as could happen if it were a questionnaire requiring personal contact.
The qualitative scale presented to the experts ranged from “Totally Disagree” to “Totally Agree”, with a total of 5 levels of possible response.
In the first phase, the emails of 51 experts were submitted to the platform, and 40 valid responses were obtained, totaling 78%.
Based on a sociodemographic question, it was also possible to identify the gender, age and years of experience of the specialists involved, as can be seen in
Figure 2 and
Figure 3.
Therefore, the percentage referring to the Female and Male genders was around 45% and 55%, respectively, which resulted in a dispersed and balanced survey for the two genders presented. Regarding the distribution of ages and years of experience, presented in
Figure 2 and
Figure 3, an age limit between 22 and 59 years was possible, with a higher percentage of responses (40%) being obtained among specialists over 45 years old. The distribution of years of experience was calculated based on values between 3 and 30 years, with a higher percentage at the level of 5 to 10 years of experience, with a 40% response rate.
In the second round, 100% of the questionnaires sent were answered, with 40 out of 40 respondents being perfect. Only fully completed responses obtained in the first round were considered accepted to proceed to the second phase of the research.
5.2. Delphi Survey: Round 1
In this first round, which took place from 10 to 17 March 2025, the responses of 40 of the 51 selected experts, who answered the questionnaire completely, were considered. From the participants included in the analysis of the responses, it was possible to bring together experts from various areas, namely, port terminal employees, logistics carriers, containerized goods shipping companies and companies related to model recovery. Because it was possible to diversify the research across several areas, it was possible to provide experts with a broader view of the responses given and a better understanding of the results.
Table 5 presents a summary of the statements that obtained the highest level of consensus among experts, regardless of their size and based on the sum of the levels of Agreement, Disagreement and “Neither Disagree nor Agree”.
We can observe that with a high percentage level, five of the six statements presented belong to the levels of “Agree” and “Totally Agree”, between 62% and 80% and therefore, we can understand that the 40 experts reached a consensus of on average 68%, regarding the positive statements presented.
It is also extremely important to emphasize that the two statements that obtained percentages of 72% and 80% are related to the annual growth of commercial transactions in the maritime sector and that both wars and the pandemic influence its undulations. That said, it is noteworthy that this medium is increasingly important in transactions between international markets and that any unexpected situation can influence the way the sector is stipulated, requiring the implementation of quick and effective solutions.
Then, the data obtained will be discussed in more detail, taking into account the dimension in which they are found and the percentage of agreement or disagreement collected in this first phase.
In the first dimension, “Economic Reasons” in the containerized goods transportation sector, in
Table 6, there was a consensus, which was around 30% to 55%, ranging from “Strongly Disagree”, “Neither Disagree nor Agree” and “Agree”. At level 4 of “Agree”, the experts reached a possible conclusion, that the present statements justify the annual growth of the sector in question, despite considering external factors, namely pandemics/wars and discrepancies in demand and supply in the sector.
Furthermore, statements are also included indicating that imports are a major factor in the volume of containerized transactions. Likewise, sending empty containers ends up not being the most reliable solution to this problem.
Furthermore, it was not possible to reach a positive or negative conclusion, at least in this round, in relation to the statements, which indicated, that there was no international method, that this would not monetarily compensate companies and that there could be an impact in monetary terms of the existing environmental pollution. However, with the exception of the statement “Lack of international logistics systems”, all the others belonging to the “Neither Disagree Nor Agree” level are biased towards the positive levels of “Agree” to “Totally Agree”.
In the last statement, experts agreed that production has a higher value than the recovery of a container, which may indicate that companies related to the sector are interested in recovering containers or that they are interested in this being an advantageous factor in the future, despite it not being a habit today.
The level of consensus reached in the second dimension “Reasons for abandonment” was between 25% and 48%, among all the levels presented, as can be seen in
Table 7.
In this dimension, the level that was most preferred by respondents was “Neither Disagree nor Agree”, which can be translated into a greater difficulty in connecting the physical reasons for a high VEP, with a possible increasing abandonment of containers, by those participating in the questionnaire.
As mentioned previously, the experts neither disagreed nor agreed with the fact that there was no international logistics system, which was again verified in the statement that indicates that there is no IL implemented in the sector, due to the percentage obtained (48%). That said, we can reflect that although it is an uncertainty for experts, it is a point that should be taken into consideration in a future analysis, also due to the lack of planning and guidance from all organizations involved in the process.
Participants also indicated that reshipping a container is costly, regardless of whether it is full or empty. They also agreed that companies involved in the sector do not cooperate with each other, which ultimately makes it difficult to implement viable solutions.
Regarding statements related to maintenance and life cycle, participants indicated that they did not have a defined position, but were more biased towards the positive side of the statement, respectively. While, in particular, the life cycle is very long, 35% agreed that containers could be “discarded” earlier and not only later, after 10 years, on average [
51].
Regarding the statements that mention terminals/ports, it is possible that, because the questionnaire was shared by several companies in the sector, the responses presented a greater concentration of disagreement levels.
While on the one hand, this result may indicate biased responses, on the other hand, given that the survey was answered individually and without the influence of external factors, it may also indicate that, regardless of the sector in which the participant works, there is a more generalized opinion.
Finally, the third dimension (
Table 8), related to the possible solutions that respondents could consider relevant to reduce the impact of CRL. At this point, the level of consensus obtained, although more stable in terms of response levels, was between 33% and 52%.
However, the experts gave a positive opinion on the statements related to the creation of temporary commercial spaces, the reduction in pollution levels, the implementation of the method in question, the implementation of logistics systems between ports and the evolution of model architecture. This indicates that despite negative or inconclusive opinions on the previous dimensions, these positive points are considered to be important aspects to mitigate the impact of the CRL.
When analyzing the statements in
Table 8 that obtained equal percentages in more than one level, or the highest percentage was in the intermediate level, we can see that only the statement “Adoption of strict measures on the dispersion of containerized waste” has higher values in the Disagreement levels. It is therefore concluded that, although the respondents did not take a defined position in relation to the other statements, in this aspect they disagreed with this statement regarding the reduction in the number of abandoned containers.
From the comments obtained in the first round of the survey, one of the experts indicated that despite having fully responded to the survey, he disagreed with its intention, due to the fact that, from his analyst perspective, he considers that there are not excess containers spread across several cities, but that there is a lack of containers for the volume of current commercial exchanges. Which, based on the analysis verified previously, is interconnected with the opinion given by other individuals involved in the research.
5.3. Delphi Survey: Round 2
In this second and final round of the survey, which took place from March 18th to March 23rd, 2025, only the responses of experts who, in the previous round, had responded correctly and completely on the Welphi platform were considered valid. However, due to the expected dropout rate in the first round, at this stage, a certain percentage of experts dropping out was expected. However, this did not occur and there were no withdrawals from experts, compared to the previous round, and it was therefore possible to maintain the total participation of 40 experts.
As defined by the research method, by enabling constant feedback to experts and allowing them to compare the answers given with those of other participants, it was possible to verify an increase in the percentage of consensus, on average 76%, compared to the 68% obtained in the previous round.
When analyzing
Table 9, we can conclude that the level of consensus of the statements presented is between 72% and 87%. This indicates, as in the previous phase, that experts reach consensus regarding the statements presented in the three dimensions throughout the research.
As observed in the previous round, it is extremely important to highlight that the two statements that obtained the highest percentage level of consensus, between 79% and 87%, are related to the growth of the sector, which translates into a reaffirmation by the participants of the increasingly notable importance of transactions between international markets.
All other statements obtained higher levels of consensus than those presented in the first round, which means that the experts, when receiving uninterrupted feedback, were able to rethink the options chosen and compare their answers with the answers given by the other participants in the research. The only statement found at the level of disagreement remained related to the main function of the terminals being to accumulate several maritime containers; however, as expected, the level of consensus among them rose from 63% to 73%.
Taking this into consideration, the data collected in this second round will be analyzed in more detail, depending on the dimension in which they are found and the level of percentage of agreement or disagreement obtained.
In the first dimension, “Economic Reasons” in the Containerized Goods Transportation Sector, in
Table 10, there was a consensus, which was between 37% and 60%, varying between the levels of “Neither Disagree nor Agree” and “Agree”. This translates into an increase in the percentage of consensus among experts, who in the previous round divided opinions between 30% and 55% and in terms of levels were between “Totally Disagree” and “Agree”.
As highlighted in
Table 6, all statements that were previously at the “I agree” level saw their percentage increase in this second round, even though there were only slight increases in the percentage levels.
The two statements that remained at the “Neither Disagree Nor Agree” level saw a reduction in consensus among experts and there was a slight change of 5% towards positive consensus levels, as can be seen from the analysis of
Table 6 and
Table 10.
In the last statement, the experts, who had previously reached a consensus level of 30% that production would cost more than recovering a container, in this round reached a consensus percentage of more than 50%. This change can translate into a better understanding of the statements presented and the feedback obtained from the results collected previously. This is in line with the research question of this study and a possible justification for the problem of excess containers in Portugal.
In the second dimension, “Reasons for abandonment,” the level of consensus was between 27% and 52%, as can be seen in
Table 11. This increase in percentage, as in
Table 12, was verified by the increase in consensus among the experts involved in the study.
On the contrary, to what was analyzed in
Table 10, the level that obtained the greatest consensus was not “Neither Disagree Nor Agree”, but rather “Agree”. This may indicate that the experts, who were previously apprehensive or had doubts about which level to choose for each statement, were able to rethink and opt for a better choice when receiving feedback on the other responses given.
Regarding the statements that had previously been rated “Agree,” in this round, their consensus percentage increased, indicating that experts reaffirmed their understanding of the statements that indicated plausible reasons for what leads maritime companies to abandon containers.
As shown in
Table 7, the statements that retained consistent levels of disagreement are those related to or referencing sea terminals and ports. This pattern may suggest a degree of bias in the responses, potentially stemming from the survey’s distribution among companies within the same industry. Additionally, it could reflect operational differences between terminals and ports, or conflicting priorities among stakeholders.
Finally, in the third dimension, “Solutions for the future” (see
Table 12), the level of consensus among participants rose noticeably, reaching between 37% and 57%, resulting in the dimension with the highest level of consensus. Regarding the levels presented in
Table 8, opinions were divided between the levels of “Neither Disagree nor Agree”, “Agree” and “Totally Agree”, compared to those in
Table 12 which after the feedback received by the experts in the first round, increased to the level of “Agree”, the majority of opinions.
Excluded, the statement about the adoption of tax measures, which as highlighted in
Table 8 and despite having suffered a 5% reduction, at the level of consensus among experts, they maintained the opinion on whether this statement would be the major factor in reducing the impact of the CRL.
The two rounds of the Delphi survey revealed that there was an increase in the levels of consensus among the experts, which means that constant and intuitive feedback and clear statements on the topic in question helped them.
Statements such as the implementation of logistics systems, the reduction in the VEP index or the disagreement about the main role of terminals were key points for the development and conclusion of this study.
In the first round, the experts ended up dispersing their opinions more regarding the statements presented in each dimension, which meant that the levels of consensus were more distributed across the different levels. In the second round, a higher level of consensus was reached, reflecting the effectiveness of the Delphi Method in reaching consensus among the opinions given by the participants.
The results presented suggest that, in order to reduce excess containers in Portugal, shipping companies must take into account numerous factors and the current state of the sector. Furthermore, the sector is considered slightly unstable, in the sense that it grows annually, as does the quantity of containers transported, but due to the possibility of disruptions arising from wars and/or pandemics, it does not always show positive growth.