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The Incremental Predictive Ability of Individual Financial Analysts

The Incremental Predictive Ability of Individual Financial Analysts
Author: Marc Andrew Giullian
Publisher:
Total Pages:
Release: 1996
Genre:
ISBN:

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Financial analysts are among the most influential group of users of financial accounting information. Because the FASB has advocated usefulness as the "overriding criterion" (FASB, 1980, p.26) to judge accounting choices, accountants have a stake in understanding this important group of financial statement users. The majority of existing accounting research concerning financial analysts focuses on aggregated analysts' earnings forecasts rather than individual analysts' forecasts. Studies in accounting have documented the superiority of aggregated analysts' earnings forecasts relative to models. This is in contrast to the robust result from years of judgment/decision making (JDM) research that human predictions are inferior to statistical model predictions. Prior accounting studies have also documented that analysts exhibit optimism when forecasting earnings. Humans can make a significant contribution to accurate forecasting in spite of cognitive limitations. Some skills people bring to bear are cue identification, rapid adaptability to environmental changes and the evaluation of qualitative factors. Although statistical models are not well-equipped to utilize qualitative factors and be adaptable, they do offer consistency and significant computational power. Thus, the strengths of humans and statistical models in forecasting are complementary. This research documents the incremental predictive ability of both individual financial analysts and statistical models in forecasting earnings. It also provides evidence that both individual financial analysts' and statistical models' incremental predictive ability varies between industries. In addition, tests show a pessimistic bias for individual analysts, contrary to prior studies. Additional evidence is presented regarding forecast accuracy for four different forecast generation methods.


The Predictive Value of Analyst Characteristics

The Predictive Value of Analyst Characteristics
Author: Lawrence D. Brown
Publisher:
Total Pages: 23
Release: 2014
Genre:
ISBN:

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While numerous intuitively appealing characteristics of individual analyst earnings forecast accuracy have been identified, the extant literature has provided no evidence regarding the out-of-sample predictive validity of these characteristics. We examine whether these characteristics possess incremental predictive ability vis-a-vis forecast age, the control variable of these studies. We compare the predictive ability of a consensus forecast based solely on forecast age (Age) with that of a six-factor model consisting of forecast age plus five analyst characteristics suggested by the literature (Model). We use the dual evaluative criteria suggested by Foster (1977) and employed numerous times thereafter to assess predictive ability:(1) the ability to predict the next number in the time series and (2) the ability to approximate the capital market's earnings expectation.We show that Age predicts as well as Model using both predictive ability criteria. Because Model consists of Age plus five other factors, it is cost-beneficial to use Age in lieu of Model for predictive purposes. FASB Statement of Financial Accounting Concepts No. 2 (1980) identifies predictive value as a criterion of information relevance. We show that analyst characteristics have no relevance for the purpose of obtaining better predictions of the next quarterly earnings number vis-a-vis a simpler model based on forecast age. There are many reasons for identifying individual analyst-based characteristics, but predictive ability of the next quarterly number is not one of them.


Advances In Quantitative Analysis Of Finance And Accounting (Vol. 4)

Advances In Quantitative Analysis Of Finance And Accounting (Vol. 4)
Author: Cheng Few Lee
Publisher: World Scientific
Total Pages: 376
Release: 2006-12-09
Genre: Business & Economics
ISBN: 9814477052

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News Professor Cheng-Few Lee ranks #1 based on his publications in the 26 core finance journals, and #163 based on publications in the 7 leading finance journals (Source: Most Prolific Authors in the Finance Literature: 1959-2008 by Jean L Heck and Philip L Cooley (Saint Joseph's University and Trinity University). Advances in Quantitative Analysis of Finance and Accounting is an annual publication to disseminate developments in the quantitative analysis of finance and accounting. The publication is a forum for statistical and quantitative analyses of issues in finance and accounting as well as applications of quantitative methods to problems in financial management, financial accounting, and business management. The objective is to promote interaction between academic research in finance and accounting and applied research in the financial community and the accounting profession.The papers in this volume cover a wide range of topics including earnings management, management compensation, option theory and application, debt management and interest rate theory, and portfolio diversification.


The Analysis and Use of Financial Statements

The Analysis and Use of Financial Statements
Author: Gerald I. White
Publisher: John Wiley & Sons
Total Pages: 786
Release: 2002-12-30
Genre: Business & Economics
ISBN: 0471375942

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Accounting Standards (US and International) have been updated to reflect the latest pronouncements. * An increased international focus with more coverage of IASC and non-US GAAPs and more non-US examples.


The Predictive Edge

The Predictive Edge
Author: Alejandro Lopez-Lira
Publisher: John Wiley & Sons
Total Pages: 278
Release: 2024-07-02
Genre: Business & Economics
ISBN: 1394242727

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Use ChatGPT to improve your analysis of stock markets and securities In The Predictive Edge: Outsmart the Market Using Generative AI and ChatGPT in Financial Forecasting, renowned AI and finance researcher Dr. Alejandro Lopez-Lira delivers an engaging and insightful new take on how to use large language models (LLMs) like ChatGPT to find new investment opportunities and make better trading decisions. In the book, you’ll learn how to interpret the outputs of LLMs to craft sounder trading strategies and incorporate market sentiment into your analyses of individual securities. In addition to a complete and accessible explanation of how ChatGPT and other LLMs work, you’ll find: Discussions of future trends in artificial intelligence and finance Strategies for implementing new and soon-to-come AI tools into your investing strategies and processes Techniques for analyzing market sentiment using ChatGPT and other AI tools A can’t-miss playbook for taking advantage of the full potential of the latest AI advancements, The Predictive Edge is a fully to-date and exciting exploration of the intersection of tech and finance. It will earn a place on the bookshelves of individual and professional investors everywhere.


Consolidated Financial Reporting

Consolidated Financial Reporting
Author: Paul Taylor
Publisher: SAGE
Total Pages: 385
Release: 1996-05-25
Genre: Business & Economics
ISBN: 1849207097

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Consolidated Financial Reporting introduces and examines what is currently the most central and controversial area in financial reporting. In an innovative and distinctive way the author integrates concepts, techniques, controversies and current practice. Techniques are introduced within a framework which shows why they work and what the figures mean. Controversial issues are grounded within modern accounting theory and practice. All core areas and relevant standards are covered including: acquisition and merger accounting; fair values at acquisition; goodwill; consolidated cash flow statements; reporting consolidated financial performance; foreign currency translation; segmental reporting; off-balance sheet financing; and related party transactions. The book is designed so that readers with particular interests - for example in technical matters or concepts and standards - can easily find their way through clearly marked sections. Discussion and calculation reinforce each other - calculations illustrate controversies, and controversies and concepts illustrate techniques. Examples are carefully graduated and care is taken not to obscure principles with unnecessarily complex calculations. Materials are set into an international context. The book is both rigorous and accessible. It is an extensive revision of and successor to the author′s 1987 title Consolidated Financial Statements. Because of recent theoretical and institutional developments, an enormous amount of new material has been added and new teaching approaches to many areas included. There are many more worked examples and exercises as well as approachable discussions of ′state-of-the-art′ advanced topics. The solutions notes for each case are avilable on a disk for instructors who recommend the book for course use.


Assessing Financial Vulnerability

Assessing Financial Vulnerability
Author: Morris Goldstein
Publisher: Columbia University Press
Total Pages: 150
Release: 2000-06-01
Genre: Business & Economics
ISBN: 0881323047

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The European currency crises of 1992-93, the Mexican crisis of 1994-95, and especially the Asian/global crisis of 1997-98, have all contributed to a heightened interest in the early warning signals of financial crises. This pathbreaking study presents a comprehensive battery of empirical tests on the performance of alternative early warning indicators for emerging-market economies that should prove useful in the construction of a more effective global warning system. Not only are the authors able to draw conclusions about which specific indicators have sent the most reliable early warning signals of currency and banking crises in emerging economies, they also test the out-of-sample performance of the model during the Asian crisis and find that it does a good job of identifying the most vulnerable economies. In addition, they show how the early warning system can be used to construct a "composite" crisis indicator to weigh the importance of alternative channels of cross-country "contagion" of crises, and to generate information about the recovery path from crises. This timely study comes on the eve of impending changes at the International Monetary Fund as that institution reexamines how it reacts to financial crises. Moreover, the study provides "... a wealth of valuable elements for anyone investigating and forecasting adverse developments in emerging markets as well as industrial countries," according to Ewoud Schuitemaker, vice president of the economics department at ABN AMRO Bank.