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Limitations & Resulting Opportunities for Future Research

In document The Agony of Choice: (Sider 118-140)

While this exploratory work was conducted rigorously in order to yield trustworthy findings, they are subject to certain limitations. In the following, these limitations or shortcomings will be discussed in detail so that new subjects for future research can be derived from them. These limitations refer both to the applied theories, the defined scope, and the methodology in this work.

Challenging the Choice and Focus of Theories

First, the mentioned theories and their application within the work must be addressed in this context.

As only a synthesis of many overlapping concepts was presented, it cannot be guaranteed they are free of contextual distortions. Furthermore, a detailed review of their strengths and weaknesses from a theoretical point of view was deliberately avoided, as the focus was on their practical applicability.

Such critical examination might have altered the applied theories and, thus, the direction of the overall work. However, this was partly mitigated by the structured literature search and selection of peer-reviewed theories to ensure their quality from the outset.

When discussing the applied theories, it is also necessary to reflect on the chosen direction of the research question on the funding cycle and the overall strong emphasis on the chronological perspective in this work. Due to the different positions of the ventures in the APM in terms of their progress and technology, together with the widely accepted classification of the vehicles based on the funding stage, this seemed to be a reasonable starting point to investigate them. For instance, if instead

the business model canvas had been applied, which describes the value proposition, infrastructure, customers, and finances of the venture, this might have yielded more insight into the actual business models and hence the differences between the verticals (Osterwalder, Pigneur, Clark, & Smith, 2010).

In this work, however, conclusions about their properties were drawn retrospectively, according to the outcome, namely their course along the life cycle or funding stages. If this logic were reversed and then explored with concepts like the Business Model Canvas, the verticals could be elaborated much further on how they operate and what value they provide for customers but also to the overall food market in comparison to each other. After all, regardless of whether the life cycle and EVC theory or the funding stages, their depiction of ventures is rather superficial and would require more depth review by an approach that entails more proximity to the market and end-customer.

Neglected Relationships and Matchmaking

Another point that needs to be touched upon is the broad scope of this work. Due to the rather practical and complex nature of the topic, concretely the market, an explorative approach was intentionally chosen to identify relevant research items during the process. Therefore, many different perspectives and involved parties were considered but without addressing all possible connections or dependencies between them. One of these, which has been highlighted already in some research, relates to the relationship between the vehicles and their up- and downstream effects on future investment by other investors (Kim and Wagman 2012; Radojevich-Kelley and Hoffman 2012). The aim of this work was not to completely clarify the assessment process within the market but to develop a first conceptual model that can be explored and tested in further research, including these relationships and moderating effects.

Thus, the findings for the vehicles and ventures were also mostly regarded separately, just like the derived frameworks. Hence, the addressed needs that resulted from the proposal discussion and focused on the influence of vehicles on the assessment criteria were not further considered in the frameworks. This would have gone beyond the scope of this work, but also the available data of the empirical findings would not have been sufficient to allow it. In the next step, it would be noteworthy to investigate these identified implications and how they relate or even fit to each other. Besides the assessment process, another question worth researching would be how specific dimensions of the vehicles, such as the portfolio scope and investment approach, fit to the identified venture types such as hybrid ventures or vice versa. The empirical validation of this different matchmaking of the

vehicles and ventures through further research would significantly enhance the relevance and usefulness of the frameworks for practitioners.

Consequences of the Self-Imposed Scope

Going back to the delimitations, the self-imposed scope, including the separate consideration of the APM, must also be critically reflected. During the interviews, it became apparent that both the positioning of the considered verticals and the narrow specification of the APM can be questioned.

The former was rather dictated by the market itself, but it should be reconsidered not to group these together due to their varying application possibilities and underlying technologies. Hereby, it could be examined whether this market should be approached from a broader perspective, for example, from the perspective of the overall Food & AgTech market. This classification was pursued by many of the interviewed vehicles, which is reflected in one of the frameworks. This change of perspective might have resulted in entirely different solutions or might have proved to be unsuitable later on.

Nevertheless, it certainly appears to be an interesting area that should be given more attention in the research as well as in the market.

In the course of this work, a further issue emerged, concerning the sense of combining the considered verticals under the overall umbrella of the APM. The derived need for a new classification in the form of a new framework alone demonstrated that the ventures might be too dissimilar after all. If this issue would have been approached from a purely technology-driven perspective, this work might have considered a comparison between Moon-shot ventures and other deep technology companies, such as those in other more biotech-focused sectors. In this way, it could be explored how other sectors and also vehicles cope with the observed uncertainty and similar delayed life cycle progressions. The same could be applied to Recipe Ventures, which might be more comparable to regular food ventures.

This could contribute to greater recognition of the actual sustainability and health aspects of the products and how they really relate to conventional products. Both examples reveal that the self-imposed scope and the corresponding selection of verticals within the APM have already partially constricted the possible outcomes and the direction of the work to some extent. Although it was possible to determine the specific characteristics of APM in the context of the assessment process, they may not be unique and hence do not only apply to APM but also other deep-tech or food sectors.

Therefore, further research and benchmarking of the identified venture types, detached from APM, could be a promising avenue to discover the extent to which the frameworks are transferable to other sectors and to determine which features are really unique in the market.

Selection of Interview Partners

The restricted amount of interview partner and empirical data also strains the possibilities of acquiring strong implications. All conducted interviews only involved experts within the vehicles and not within the ventures. Besides, these vehicles were all unintentionally engaged in the early funding stages. Therefore, it cannot be guaranteed that the derived findings are unrestricted by contextual peculiarities, or that the representative selection of respondents reflects the entire organizational reality. Likewise, the geographic scope of the selected interview partners should also be reconsidered, as they are all employed in European-focused companies. Two interview partners even elaborated on the increased deal activity and risk acceptance in the US compared to Europe (AC2, VC3). This could have severe implications on the venture classifications and criteria development, presented in Figure 10 and 11.

In future empirical research, the founders of alternative protein ventures should be explicitly included in the selection of the discussion partners. This could possibly paint a completely different picture of the venture landscape and dynamics. For example, such conversations could reveal from which type of investors the ventures would benefit from and what type of resources they actually lack. It could also disclose how the ventures perceive themselves in terms of their underlying technology and brand focus and whether there is a broad platform strategy behind their product that could be extended to other areas. In general, closer interaction with the ventures would be helpful for a more practical approach to comprehend and analyze the market fully.

Review of the Applied Methods

A further promising research approach for subsequent papers might be a case study, in which either one or multiple ventures within the APM are accompanied and monitored during early funding rounds. This research approach could deliver an even better picture of what investors demand from companies in the assessment and due diligence process and how the balance of power between the two sides is distributed, as these results suggest a founder-friendly environment currently.

A multiple case study approach from the investors' side instead, could shed light on the dissimilarities between the different verticals and elaborate even more on the importance of the different weightings along the different stages. Their activities and roles could be closely shadowed and similarities between vehicles detected and analyzed in an attempt to increase its transparency. However, any case study approach, would not have been feasible within the scope of this thesis due to the extensive process and general length of funding rounds.

Following this work, it would be particularly interesting to review the findings of the interviews through different forms of quantitative studies. One approach could be using dedicated databases like Crunchbase and perform a regression analysis between vehicles, ventures, and their funding or lifecycle stages. This could, for example, verify the focus on certain funding stages and venture types or could generate insights on whether vehicles should be positioned differently to overcome the competition and increase their deal flow. In the context of quantitative research, a further improvement of the present frameworks would be a validation of the criteria in the form of large-scale surveys. This would allow to substantiate the importance of the determined assessment criteria and to explore further differences between the vehicles but also along the stages.

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