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Evaluation of tech ventures’ evolving business models: rules for performance-related classification
(2022)
At the early stage of a successful tech venture's life cycle, it is assumed that the business model will evolve to higher quality over time. However, there are few empirical insights into business model evolution patterns for the performance-related classification of early-stage tech ventures. We created relevant variables evaluating the evolution of the venture-centric network and the technological proposition of both digital and non-digital ventures' business models using the text of submissions to the official business plan award in the German State of Baden-Württemberg between 2006 and 2012. Applying a principal component analysis/rough set theory mixed methodology, we explore performance-related business model classification rules in the heterogeneous sample of business plans. We find that ventures need to demonstrate real interactions with their customers' needs to survive. The distinguishing success rules are related to patent applications, risk capital, and scaling of the organisation. The rules help practitioners to classify business models in a way that allows them to prioritise action for performance.
Validity of the business model is a key indicator for buying into ventures in the early-stage. Business models of early-stage ventures decrease in validity when developing the business over the progressing stages of the business life-cycle. By doing so, the ventures are validating their business model when building transaction relationships to the surrounding value network. In prior research, we developed a research design based on existing business innovation proposals (onepager, pitch decks, business plans) that is assumed to evaluate the status of business model validation. The core hypothesis of the research design is that transaction relations represent a strong anchor between the business model and the business reality, thus providing information on the business model validity. In this research, we test this hypothesis by designing and analyzing a survey that was directed to founders taking part in a business plan competition. We compared the relationships described in the submitted business plans to the relations explicitely stated in the follow-up questionnaire. We identified that the described relations to customers, investors, and people (human resources) match the relationships expressed in questionnaires quite well. A significant disagreement, however, exists in the relationships to suppliers. We conclude that there is still a theoretical and empirical gap that leads to disagreement between business plans and reality in the group of suppliers.
New Technology-Based Firms (NTBFs) learn their business in the early-stages of their life-cycle. As a central element of the entrepreneurial learning process, the business model describes the value-creation functions that are conceptualized in different stages of the NTBF’s life-cycle. Transaction relations connect the model with the business reality and ideally mature in strength over time to a functioning value-network. This chapter describes the development of a research design that determines, extracts, and evaluates semantics constructs of this entrepreneurial learning out of a convenient sample and three cohorts of business plans submitted to a business plan award between 2008 and 2010. The analysis shows empirical evidence for the survival and growth of those NTBFs that exhibit a balanced status of entrepreneurial learning in the maturity of the value-network that can be characterized as early startup-stage. The empirical findings of the network theory based business plan analysis will allow for a better explanation of the performance in the entrepreneurial process that is discussed for NTBFs based on theory of organizational learning.
The business model canvas (BMC) and the lean start-up manifesto (LSM) have been changing both the entrepreneurial education and, on the practical side, the mindset in setting up innovative ventures since the burst of the dot-com bubble. However, few empirical insights on the business model implementation patterns that distinguish between digital and non-digital innovative ventures exist. Connecting practical management tools to network theory as well as to the theory of organizational learning, this paper investigates evolution patterns of digital and non-digital business models out of the deal flow of an innovation intermediary. For this purpose, a multi-dimensional quantitative content analysis research design is applied to 242 ventures' business plans. The measured strength of transaction relations to customers, suppliers, people, and financiers has been combined with performance indicators of the sampled ventures. The results indicate that in order to succeed, digital ventures iterate their business on the market early and search for investment afterwards. Contrariwise, non-digital ventures already need financial investments in the early stages to set up a product ready to be tested on the market. In both groups we found strong evidence that specific evolutionary patterns relate to higher rates of success.
The business plan is one of the most frequently available artifacts to innovation intermediaries of technology-based ventures' presentations in their early stages [1]–[4]. Agreement on the evaluations of venturing projects based on the business plans highly depends on the individual perspective of the readers [5], [6]. One reason is that little empirical proof exists for descriptions in business plans that suggest survival of early-stage technology ventures [7]–[9]. We identified descriptions of transaction relations [10]–[13] as an anchor of the snapshot model business plan to business reality [13]. In the early-stage, surviving ventures are building transaction relations to human resources, financial resources, and suppliers on the input side, and customers on the output side of the business towards a stronger ego-centric value network [10]–[13]. We conceptualized a multidimensional measurement instrument that evaluates the maturity of this ego-centric value networks based on the transaction relations of different strength levels that are described in business plans of early-stage technology ventures [13]. In this paper, the research design and the instrument are purified to achieve high agreement in the evaluation of business plans [14]–[16]. As a result, we present an overall research design that can reach acceptable quality for quantitative research. The paper so contributes to the literature on business analysis in the early-stage of technology-based ventures and the research technique of content analysis.
Durch neuartige Arten der Fortbewegung, eine weitreichende Vernetzung und die Notwendigkeit einer nachhaltigen Mobilität steht die Mobilitätsplanung vor neuen Herausforderungen. Die bisherige Ausrichtung auf die Optimierung von Kapazität und Geschwindigkeit des Verkehrsflusses ist mit der modernen Stadtplanung nicht mehr vereinbar.
Ziel dieser Masterarbeit ist es, ein Konzept für eine zukunftsorientierte Mobilitätsplanung mit der Eingliederung in eine klimaresiliente Stadtplanung zu schaffen. Dafür wird der Einsatz von Fernerkundungsdaten als Datengrundlage für Planung und Monitoring und die Verwendung weicher Maßnahmen untersucht. Sie erfordern keinen direkten Eingriff in die Infrastruktur, sondern bauen auf der bereits bestehenden auf und zielen auf eine Veränderung des Mobilitätsverhalten der Reisenden ab.
Auf Basis einer Literaturrecherche wurde ein Konzept erstellt, das die identifizierten Problemstellen der heutigen Mobilitätsplanung aufgreift. Zur Validierung der technischen Machbarkeit und die Praxistauglichkeit, wurden Experteninterviews durchgeführt. Mit den daraus gewonnenen Erkenntnissen wurde der neue Ansatz darauffolgend erweitert und angepasst.
Die Auswertung zeigt, dass die Herausforderungen durch das entwickelte Konzept aufgegriffen werden und die Mobilitätsplanung von der Verwendung von Fernerkundungsdaten profitieren kann. Um eine optimale Datenverwertung zu gewährleisten, ist eine Bilderkennungssoftware erforderlich. Allerdings erfordert die angestrebte Verhaltensänderung bei den Reisenden zudem ein unterstützendes zielgruppenorientiertes Marketing. Für eine weitere Verbesserung des Monitorings ist die Bildung von KPIs bereits in der Planungsphase und eine Monitoring-Plattform hilfreich.
Zur Einbindung des Konzepts in der Praxis ist die Entwicklung einer auf die Fernerkundungsdaten angepasste Bilderkennungssoftware notwendig. Danach kann das entwickelte Konzept in Pilotprojekten angewendet werden. Dadurch können auch die prozessualen Änderungen, die durch den Ansatz erfolgen, erprobt werden.
Mutual Information Analysis for Generalized Spatial Modulation Systems With Multilevel Coding
(2022)
Generalized Spatial Modulation (GSM) enables a trade-off between very high spectral efficiencies and low hardware costs for massive MIMO systems. This is achieved by transmitting information via the selection of active antennas from a set of available antennas besides the transmission of conventional data symbols. GSM systems have been investigated concerning various aspects like suitable signal constellations, efficient detection algorithms, hardware implementations, spatial precoding, and error control coding. On the other hand, determining the capacity of GSM is challenging because no closed-form expressions have been found so far. This paper investigates the mutual information for different GSM variants. We consider a multilevel coding approach, where the antenna selection and IQ modulation are encoded independently. Combined with multistage decoding, such an approach enables low-complexity capacity-achieving coded modulation. The influence of the data symbols on the mutual information is illuminated. We analyze the portions of mutual information related to antenna selection and the IQ modulation processes which depend on the GSM variant and the signal constellation. Moreover, the potential of spatial modulation for massive MIMO systems with many transmit antennas is investigated. Especially in systems with many transmit antennas much information can be conveyed by antenna selection.
Die zunehmende Internationalisierung der Märkte, das wachsende, immer differenziertere Produktangebot und die hohe technische Innovationsgeschwindigkeit führen zu immer härteren Wettbewerbsbedingungen auf dem Markt. Diese Situation zwingt die Unternehmen nicht nur zu kontinuierlichen Anstrengungen, um ihre Produktivität und Qualität zu steigern, sondern es stehen auch immer geringere Mittel für die Realisierung von Produktions- und/oder Messeinheiten innerhalb des Produktionsprozesses zur Verfügung. Als Folge dessen werden Entwickler mit folgenden Grundforderungen konfrontiert: · Abstimmung der Architektur auf vorhandene und/oder gängige Infrastrukturen · Reduzierung des Entwicklungsaufwandes durch Modularisierung des Systemaufbaues · Reduzierung der Wartungs- und Administrationskosten durch einfache Handhabbarkeit · Maximierung der Betriebssicherheit und Minimierung der Ausfallzeiten · Einfache Erweiterbarkeit · Hohe Wiederverwendbarkeit Ein Resümee von Softwareprojekten über die letzten Jahre zeigt, dass sich der Rahmen für Softwareentwicklung insgesamt geändert hat. Softwareprojekte sind heute mehrschichtige, verteilte (ggf. auch komponentenbasierte) Anwendungen mit gestiegenen Anforderungen an Funktionalität, Qualität und Flexibilität. Leider beinhalten die Architekturen und Konzepte der ‚Verteilten Systeme' Schwächen, diese für verteilte Mess- und Steuerungssysteme direkt umzusetzen. Ziel dieser Arbeit ist es, die Schwächen vorhandener Konzepte aufzuzeigen und eine Architektur vorzustellen, die den Entwickler unterstützt, verteilte Mess- und Steuerungssysteme bis hin zu Prozessleitsystemen unter dem Betriebssystem Windows zu entwickeln.