To save content items to your account,
please confirm that you agree to abide by our usage policies.
If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account.
Find out more about saving content to .
To save content items to your Kindle, first ensure no-reply@cambridge.org
is added to your Approved Personal Document E-mail List under your Personal Document Settings
on the Manage Your Content and Devices page of your Amazon account. Then enter the ‘name’ part
of your Kindle email address below.
Find out more about saving to your Kindle.
Note you can select to save to either the @free.kindle.com or @kindle.com variations.
‘@free.kindle.com’ emails are free but can only be saved to your device when it is connected to wi-fi.
‘@kindle.com’ emails can be delivered even when you are not connected to wi-fi, but note that service fees apply.
In this chapter, you will be walked through the concepts of venture capital and private equity funds, helping you to understand how they operate, who invests in these funds, and, most importantly, how they make money and why this is important for entrepreneurs.
Venture capital and private equity funds have emerged over the past decades as ideal vehicles for channelling private and public money into the financing of innovation. Since the creation of the American Research and Development Corporation (ADRC) in Boston in 1946 by French immigrant George Doriot, considered to be the first venture capital firm, the industry has evolved to provide risk capital to innovative entrepreneurs in a model that has barely changed and is adapted to the particularities of the underlying asset: startup companies.
This chapter considers the challenges and benefits of developing a proper corporate governance structure and policy while expanding as a venture. Although the public debate over corporate governance seems to focus on public companies, an effective governance structure is equally important for startups and private companies. In fact, given the stronger link between the financing and investment decision in startups as compared to public companies, the question of how to structure agreements between investors and entrepreneurs that ensure that their own benefits and responsibilities are met is particularly relevant.
This chapter considers the challenging yet exciting world of valuing companies. Valuation has always been a key topic in finance, but it is even more relevant in the case of high-growth ventures because of its impact on raising capital. Equity is the main source of financing for startups, which typically have high potential and few tangible assets. In order to come to an assessment, founders and investors need to determine the value of the business or ‘exchange rate’ of money for shares.
Investors in startups need to realize what is going on in the companies in which they have invested. To do so, they engage in monitoring activities to find out whether a portfolio company is developing well or whether it needs support or even corrective action. However, monitoring is only possible if the startup provides investors with the relevant information. Monitoring requires regular reports from the entrepreneurs because they are the ones who see how the startup is doing – at least they should. Generally, business reporting takes place on a monthly basis. However, venture capitalists frequently require weekly reporting and will work with the entrepreneurs to establish daily targets that lead to the achievements of the weekly targets. Additional investor reports on specific issues may complement the regular reporting, as well as meetings and calls to discuss important issues. A business report is the lens through which investors perceive and recognize the progress entrepreneurs achieve. Monitoring by investors will succeed or fail based on the quality of the reporting. This quality, in turn, depends directly on the principles and standards entrepreneurs apply when measuring the economic activities and events affecting their startup.
An increasing number of reports highlight the potential of machine learning (ML) methodologies over the conventional generalised linear model (GLM) for non-life insurance pricing. In parallel, national and international regulatory institutions are accentuating their focus on pricing fairness to quantify and mitigate algorithmic differences and discrimination. However, comprehensive studies that assess both pricing accuracy and fairness remain scarce. We propose a benchmark of the GLM against mainstream regularised linear models and tree-based ensemble models under two popular distribution modelling strategies (Poisson-gamma and Tweedie), with respect to key criteria including estimation bias, deviance, risk differentiation, competitiveness, loss ratios, discrimination and fairness. Pricing performance and fairness were assessed simultaneously on the same samples of premium estimates for GLM and ML models. The models were compared on two open-access motor insurance datasets, each with a different type of cover (fully comprehensive and third-party liability). While no single ML model outperformed across both pricing and discrimination metrics, the GLM significantly underperformed for most. The results indicate that ML may be considered a realistic and reasonable alternative to current practices. We advocate that benchmarking exercises for risk prediction models should be carried out to assess both pricing accuracy and fairness for any given portfolio.
Algorithmic management (AM) is reshaping work in many industries. However, what is done to redress potential risks is little understood. This study explores how trade unions, employers, and government actors assess AM-related occupational safety and health (OSH) risks and their strategies to understand how industrial relations could influence the safety and health of workers managed by digital technologies. Drawing on the Pressure, Disorganisation and Regulatory failure (PDR) model and interview and document data from Sweden, we find a gradually increasing interest in AM in the early 2020s among the government and the social partners. Unions learn, inform, and bargain about AM; employers enact ‘healthy discipline’; and government agencies inspect digital risks in workplaces. Moreover, economic and reward pressures contribute to AM-associated OSH risks. Disorganisation manifests as a lack of knowledge about the OSH effects of AM, leading to ineffective OSH management. Regulatory failure is reflected in new EU regulations stalling national-level initiatives, since the overlapping regulations complicate the enforcement of existing OSH regulations. This study highlights the crucial role of trade unions in advancing the agenda on AM-related OSH risks. It also makes a theoretical contribution by extending the PDR model, offering insights into the driving forces shaping AM and compromising OSH beyond the workplace level – highlighting wider politico-economic and institutional dynamics influencing OSH.
Business angels are private individuals – predominantly cashed-out entrepreneurs – who invest their own money in new and early-stage businesses and, having invested, then draw on their own business experience to support these ventures in a variety of ways. They are often referred to as informal investors or informal venture capitalists. Whereas the attention of scholars and the media is largely focused on institutional venture capital, business angels actually finance substantially more businesses.
In this chapter we explore how and why venture capitalists (VCs) conduct due diligence. We begin by demystifying due diligence and dissecting its objectives. From screening to final legal scrutiny, we explore the due diligence stages, offering insights from academia, experts, and the tools used by VCs. In doing so we blend academic rigour with the street-smart wisdom of industry experts – both VCs and founders. This delivers insights from both sides of the table on how to navigate the intricate dance of due diligence. Continuing in the spirit of offering real-world insights and tools, we include due diligence scorecards shared by VCs, plus noteworthy tales of successes and failures. The chapter closes with a spotlight on key trends shaping the future of due diligence and a practical checklist of the topics to include, and things to look out for, when doing due diligence.
Cooperation and trust were increasingly scarce commodities in the inner councils of the EU. This book explores why the boldest initiative in the sixty-year quest to achieve a borderless Europe has exploded in the face of the EU. A close examination of each stage of the EU financial emergency that offers evidence that the European values that are supposed to provide solidarity within the twenty eight-member EU in good times and bad are flimsy and thinly distributed. The book aims to show that it is possible to view the difficulties of the EU as rooted in much longer-term decision-making. It begins with an exploration of the long-term preparations that were made to create a single currency encompassing a large part of the European Union. The book then examines the different ways in which the European Union seized the initiative from the European nation-state, from the formation of the Coal and Steel Community to the Maastricht Treaty. It focuses on the role of France and Germany in the EU. Difficulties that have arisen for the EU as it has tried to foster a new European consciousness are discussed next. The increasingly strained relationship between the EU and the democratic process is also examined. The book discusses the evolution of the crisis in the eurozone and the shortcomings which have impeded the EU from bringing it under control. It ends with a portrait of a European Union in 2013 wracked by mutual suspicions.
This paper presents an actuarially oriented approach for estimating health state utility values using an enhanced EQ-5D-5L framework that incorporates demographic heterogeneity directly into a Generalised Linear Model (GLM). Using data from 148 patients with Stage IV non-small cell lung cancer (NSCLC) in South Africa, an inverse Gaussian GLM was fitted with demographic variables and EQ-5D-5L domain responses to explain variation in visual analogue scale (VAS) scores. Model selection relied on Akaike Information Criterion, Bayesian Information Criterion, and residual deviance, and extensive diagnostic checks confirmed good calibration, no overdispersion, and strong robustness under bootstrap validation. The final model identified age, gender, home language, and financial dependency as significant predictors of perceived health, demonstrating that utility values differ meaningfully across demographic groups. By generating subgroup-specific estimates rather than relying on uniform value sets, the framework supports more context-sensitive cost-effectiveness modelling and fairer resource allocation. Although developed in the South African NSCLC setting, the methodology is generalisable and offers actuaries and health economists a replicable tool for integrating population heterogeneity into Health Technology Assessment, pricing analysis, and value-based care.
This introduction presents an overview of the key concepts discussed in the subsequent chapters of this book. The book explores why the boldest initiative in the sixty-year quest to achieve a borderless Europe has exploded in the face of the EU. A close examination of each stage of the EU financial emergency offers evidence that the European values that are supposed to provide solidarity within the twenty eight-member EU in good times and bad are flimsy and thinly distributed. The book aims to show that it is possible to view the current difficulties of the EU as rooted in much longer-term decision-making. It examines the different ways in which the European Union seized the initiative from the European nation-state, from the formation of the Coal and Steel Community to the Maastricht Treaty. The book concentrates on the role of France and Germany in the EU.
Germany has risen to assume the leadership of the EU. Although it enjoys immunity from the pain of much of the rest of the eurozone, the future of the single currency and perhaps of the wider Union itself seems largely to be in its hands. For much of the crisis, Germany has wished to direct Europe's financial affairs through a form of eurozone governance that primarily benefits Germany irrespective of the damage done to a mounting list of eurozone countries unable to insulate themselves from it. Europhile leaders may have pioneered a European unification concept in the 1950s which gave the EU momentum until the end of the Cold War. But financial crises from that of the Balkans in the early 1990s to the extended financial one have revealed how deep its limitations are in carrying out its own projects or resolving difficulties arising from chronic design faults.
The single currency was overtly designed to lock a newly united Germany into a common monetary union in which it would act in concert with countries possessing less powerful economies rather than dominate them outright. This chapter focuses on the evolution of the crisis in the eurozone and the shortcomings which have impeded the EU from bringing it under control. The financial sector had not become a protected zone of the eurozone overnight. Ever since the passing of the Single European Act in 1986, its perceived needs had come to shape the concerns of EU decision-makers to an increasing degree. EU decision-makers at the centre of a marathon economic crisis are increasingly insistent that there is no way out except for a union adopting full political and economic standardisation.
Among some of its most fervent advocates, European Monetary Union was meant to bring about the final merging of European destinies into a common political entity. This chapter explores the long term preparations that were made to create a single currency encompassing a large part of the European Union. It shows how the impetus was essentially political, to erode the power of the nation-state and speed up the installation of a supra-national alternative through hurtling towards monetary union. For most of the existence of the European Union, the push towards integration has involved political leaders trying to achieve common ground around a uniform monetary policy for Europe. The euro was exposed as top-down political project in the hands of politicians, functionaries and lobbyists who had lost touch with some essential aspects of political reality. From 2009 onwards, the limitations of the euro were exposed by a deepening financial crisis.