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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.
This chapter offers a portrait of a European Union in 2013 wracked by mutual suspicions. Elites in that year dropped the pretence that further integration efforts could produce common benefits. The EU had devised such defective processes for managing high-level responsibilities that it remained paralysed when these low-grade forms of management spun large areas of the eurozone into crisis. Southern European political elites shrank from embracing bold remedies for the economic crisis. Most were seen as involving an abandonment of the euro or else a temporary suspension for some members, or a breaking up of the currency union into several workable parts. The EU will become an entity of secondary importance unless it can redesign itself as a force concerned to identify and defend a European common good. This involves burying the Cold War with national states who view a supra-national Europe as both threatening and unworkable.
Private equity (PE) firms are increasingly investing in healthcare, seeking short-term returns through market consolidation, price increases, asset sales, and financial engineering. Although PE is transforming the healthcare sector, many countries lack systematic data to determine whether a regulatory response is warranted. Using data from PitchBook, we document substantial and growing PE investment in health care across 25 of 38 Organization of Economic Cooperation and Development (OECD) countries, totalling over 8,400 reported deals and $1.4 trillion in capital between 2013 and 2023. Outpatient clinics represent the dominant target of investment, while hospital and elder care sectors have attracted investments in select countries. Exploratory regression analyses suggest that PE firms are less likely to invest in countries with a social health insurance system and that PE deal volume is positively associated with health expenditures. Country-specific deviations from model predictions underscore the importance of unmeasured country-specific factors such as regulation, payment policy, and market competition. Eight case studies illustrate the operational, financial, and social implications of PE investments, as well as diverse regulatory contexts. Given the lack of disclosure requirements, a key policy priority for governments is to enhance transparency to enable effective monitoring of the financialisation of health care delivery.
One of the chief casualties of the extended economic crisis in the EU has been democratic politics. The EU's own mechanisms for decision-making have been set aside at particular moments; a core group of countries has assumed responsibility for crisis management. This chapter examines the increasingly strained relationship between the EU and the democratic process. It argues that ethical standards and competent decision-making are becoming casualties of the democratic deficit. The crisis which rocked the EU at the end of the 1990s briefly brought to the surface the view that the then thirteen-member EU was divided on a North-South basis in its attitude to public morality. The European Parliament, briefly emboldened by having taken resolute action against abuses inside the Commission, slumped back into torpor despite acquiring some increased powers as a result of the Maastricht Treaty.