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Successful investment strategies are specific implementations of general theories. An investment strategy that lacks a theoretical justification is likely to be false. Hence, an asset manager should concentrate her efforts on developing a theory rather than on backtesting potential trading rules. The purpose of this Element is to introduce machine learning (ML) tools that can help asset managers discover economic and financial theories. ML is not a black box, and it does not necessarily overfit. ML tools complement rather than replace the classical statistical methods. Some of ML's strengths include (1) a focus on out-of-sample predictability over variance adjudication; (2) the use of computational methods to avoid relying on (potentially unrealistic) assumptions; (3) the ability to "learn" complex specifications, including nonlinear, hierarchical, and noncontinuous interaction effects in a high-dimensional space; and (4) the ability to disentangle the variable search from the specification search, robust to multicollinearity and other substitution effects.
Stocks and bonds? Real estate? Hedge funds? Private equity? If you think those are the things to focus on in building an investment portfolio, Andrew Ang has accumulated a body of research that will prove otherwise. In this book, Ang upends the conventional wisdom about asset allocation by showing that what matters aren't asset class labels but the bundles of overlapping risks they represent.
An authoritative resource for the wealth management industry that bridges the gap between modern perspectives on asset allocation and practical implementation An advanced yet practical dive into the world of asset allocation, Modern Asset Allocation for Wealth Management provides the knowledge financial advisors and their robo-advisor counterparts need to reclaim ownership of the asset allocation component of their fiduciary responsibility. Wealth management practitioners are commonly taught the traditional mean-variance approach in CFA and similar curricula, a method with increasingly limited applicability given the evolution of investment products and our understanding of real-world client preferences. Additionally, financial advisors and researchers typically receive little to no training on how to implement a robust asset allocation framework, a conceptually simple yet practically very challenging task. This timely book offers professional wealth managers and researchers an up-to-date and implementable toolset for managing client portfolios. The information presented in this book far exceeds the basic models and heuristics most commonly used today, presenting advances in asset allocation that have been isolated to academic and institutional portfolio management settings until now, while simultaneously providing a clear framework that advisors can immediately deploy. This rigorous manuscript covers all aspects of creating client portfolios: setting client risk preferences, deciding which assets to include in the portfolio mix, forecasting future asset performance, and running an optimization to set a final allocation. An important resource for all wealth management fiduciaries, this book enables readers to: Implement a rigorous yet streamlined asset allocation framework that they can stand behind with conviction Deploy both neo-classical and behavioral elements of client preferences to more accurately establish a client risk profile Incorporate client financial goals into the asset allocation process systematically and precisely with a simple balance sheet model Create a systematic framework for justifying which assets should be included in client portfolios Build capital market assumptions from historical data via a statistically sound and intuitive process Run optimization methods that respect complex client preferences and real-world asset characteristics Modern Asset Allocation for Wealth Management is ideal for practicing financial advisors and researchers in both traditional and robo-advisor settings, as well as advanced undergraduate and graduate courses on asset allocation.
This book was written by a Maximo consultant for Maximo functional consultants to help them lead implementation projects better and faster. This is already the second edition of this book, revised and extended. The book covers the topic of how to implement IBM Maximo Asset Management efficiently and bring value to customers. The book begins by describing how to prepare the project and run the workshops. There is an explanation of how to design the system and what deliverables will be. The following chapters focus on the project organization to make it productive. This part of the book can be helpful also for managers of Maximo implementation teams. The second part of the book describes Maximo applications, their interactions, and processes. You will also find here a lot of configuration examples and sample content of the project deliverables. See what my readers have to say… “…I must thank you for your contribution towards the industry and how much it can help young and upcoming business consultants like me in getting things right. Knowledge is invaluable. Thanks for your time in creating a medium to share it globally…” —Hashmeet “…The book has immensely helped me in planning the activities and deploying the project….” —Kushal “…Very well written for a consultant to understand how to approach projects. Utilize many of your talking points with my clients. Great work!...” —John
The official study guide for the Workforce Management Technology Certification, containing core knowledge for time and labor management The worldwide standard for the time and labor management technology profession, Workforce Asset Management Book of Knowledge is the official guide to the Workforce Asset Management Certification. Establishing a common lexicon within the profession for talking about workforce management and systems, this essential guide is designed to establish a body of generally accepted and applicable practices and standards within the industry. Includes contributions from leaders in the field Covers everything from vendor and product selection, to implementation planning and execution, system design, testing and change control, financial analytics, fundamentals of scheduling people against workload and skill sets, and how to use these systems to manage labor costs and productivity Body of knowledge is focused on workers and technologies for every industry and every type of employer Designed around timekeeping and labor scheduling technologies With contributions from leaders in the field, this book expertly covers the knowledge, practices, regulations, and technologies within the domain of workforce management systems. It provides the body of knowledge for managing a workforce using time and attendance systems, labor scheduling, productivity, staffing budgets, workforce software applications, or data, compensation and benefits for payroll and human resources.
Diversification is a core principle of investing. Yet money managers have not applied it to their own ranks. Only around 10 percent of portfolio managers—the people most directly responsible for investing your money—are female, and the numbers are even worse at the ownership level. What are the causes of this underrepresentation, and what are its consequences—including for firms’ and clients’ bottom lines? In Undiversified, experienced practitioners Ellen Carr and Katrina Dudley examine the lack of women in investment management and propose solutions to improve the imbalance. They explore the barriers that subtly but effectively discourage women from entering and staying in the industry at each point in the pipeline. At the entry level, the lack of visible role models discourages students from considering the field, and those who do embark on an investment management career face many obstacles to retention and promotion. Carr and Dudley highlight the importance of informal knowledge about how to navigate career tracks, without which women are left at a disadvantage in an industry that lionizes confidence. They showcase a diverse constellation of successful female portfolio managers to demystify the profession. Drawing on wide-ranging research, interviews with prospective, current, and former industry practitioners, and the authors’ own experiences, Undiversified makes a compelling case that increasing the number of women could help transform active investment management at a time when it is under threat from passive strategies and technological innovation.
A companion publication to Asset Management, International Case Studies in Asset Management will help companies and professionals develop and support the teaching and learning of best practices in this field.
Build an agile, responsive portfolio with a new approach to global asset allocation Adaptive Asset Allocation is a no-nonsense how-to guide for dynamic portfolio management. Written by the team behind Gestaltu.com, this book walks you through a uniquely objective and unbiased investment philosophy and provides clear guidelines for execution. From foundational concepts and timing to forecasting and portfolio optimization, this book shares insightful perspective on portfolio adaptation that can improve any investment strategy. Accessible explanations of both classical and contemporary research support the methodologies presented, bolstered by the authors' own capstone case study showing the direct impact of this approach on the individual investor. Financial advisors are competing in an increasingly commoditized environment, with the added burden of two substantial bear markets in the last 15 years. This book presents a framework that addresses the major challenges both advisors and investors face, emphasizing the importance of an agile, globally-diversified portfolio. Drill down to the most important concepts in wealth management Optimize portfolio performance with careful timing of savings and withdrawals Forecast returns 80% more accurately than assuming long-term averages Adopt an investment framework for stability, growth, and maximum income An optimized portfolio must be structured in a way that allows quick response to changes in asset class risks and relationships, and the flexibility to continually adapt to market changes. To execute such an ambitious strategy, it is essential to have a strong grasp of foundational wealth management concepts, a reliable system of forecasting, and a clear understanding of the merits of individual investment methods. Adaptive Asset Allocation provides critical background information alongside a streamlined framework for improving portfolio performance.
Utility providers are under pressure from all sides to reduce costs, while improving availability, reliability, safety and sustainability: and as economies battle to recover from the 2008-2010 recession, utility company spending and results will be under closer scrutiny than ever to deliver more performance for less. This book explores the new techniques which are being used by leading utilities While relevant to everyone regulating, supplying or working in the utility sector, this book is important for us all. As the assets employed by utilities account for 5% of global GDP the cost of replacing our aging utility infrastrucutrue is unaffordable. However, utility services are essential to civilisation. Without clean water, safe sewerage and reliable power, economies collapse and societies are prey to darkness and disease. This book answers the key question of how utilities can select the right goals, organisational design, culture and engineering tools, whch allow them to manage their complex asset bases and deliver truly excellent performance. With 37 case studies and 50 diagrams, it illustrates the snakes and ladders that leading utilities have experienced on the path to excellence.