Auditing: A Journal of Practice & Theory Vol. 30‚ No. 2 May 2011 pp. 19–50 American Accounting Association DOI: 10.2308/ajpt-50009 Financial Statement Fraud Detection: An Analysis of Statistical and Machine Learning Algorithms Johan Perols SUMMARY: This study compares the performance of six popular statistical and machine learning models in detecting financial statement fraud under different assumptions of misclassification costs and ratios of fraud firms to nonfraud firms. The results show‚ somewhat
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FINANCIAL RATIOS AND THE STATE OF HEALTH OF NIGERIAN BANKS Onyeiwu Charles University of Lagos‚ Lagos State‚ Nigeria Email: chasonyeiwu@yahoo.com Tel: 2348023206015. And Aliemeke Goodluck Guarranty Trust Bank Plc‚ Nigeria Email:goodluck.aliemeke@gtbank.com Abstract
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Financial Statement Analysis Project You (or your group) are required to conduct a comprehensive financial statement analysis of two companies. You may choose either to compare WalMart and Target or Coors and Boston Beer Co. You may work individually‚ or in groups of two members. The purpose of this project is to provide you an opportunity to apply the analytical techniques studied in Chapters 3‚ 9 and 11. In conducting this analysis‚ take the perspective of a common stock investor. You
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Project Report (Submitted for the Degree of B.Com. Honours in Accounting & Finance under the University of Calcutta) “Financial Statement Analysis” Submitted by--- Name of the Candidate: Subrata Jana Registration No. : 145-1121-0144-10 Roll No. : Goenka College of Commerce and Business Administration Supervised by Name of
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Income statements For the year ended 30 June 2008 : : Consolidated Notes Parent entity 2008 $’000 2007 $’000 2007 $’000 2008 $’000 Revenue from continuing operations 5 1‚354‚419 1‚230‚513 64‚453 208‚833 Cost of goods sold Other income Selling‚ general and administrative expenses Other expenses Finance costs 7 6 7 7 7 (608‚040) --(399‚411) (76‚420) (24‚986) (570‚979) 671 (355‚483) (63‚422) (19‚486) ----(1‚733) (15‚888) (21‚298)
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exclusive use of G. NEVIOUS TB0069 August 9‚ 2007 Graeme Rankine Financial Statement Analysis— Identify the Industry Since opportunities and constraints tend to be different across industries‚ companies in different industries tend to make different investment‚ dividend‚ and financing decisions. Thus‚ firms in different industries exhibit different financial characteristics‚ and‚ hence‚ report different financial ratios. For example‚ “old economy” businesses with large amounts of tangible
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are three steps in the analysis of financial statements. These are: Selection‚ classification and interpretation. The first step involves selection of information (data) relevant to the purpose of analysis of financial statements. The second step involved is the methodical classification of the data and the third step includes drawing of inferences and conclusions. The following procedure is adopted for the analysis and interpretation of financial statements. 1) The analyst should acquaint
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Chapter 3 FINANCIAL STATEMENT ANALYSIS Copyright ©2015 Pearson Education‚ Inc. All rights reserved. 2-1 Financial Statement Analysis • Investors often use accounting statements to: – Compare the firm with itself by analyzing how the firm has changed over time – Compare the firm to other similar firms using a common set of financial ratios Copyright ©2015 Pearson Education‚ Inc. All rights reserved. 2-2 Why are ratios useful? • Ratios standardize numbers and facilitate
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What ’s your favorite financial statement and why?" The question was spoken quickly and with a tinge of annoyance‚ as my interviewer eyed me disdainfully from his cushy black leather chair. The investment banker had little time to conduct these ridiculously long interviews that are standard fare for analyst candidates. I shifted uncomfortably in my seat and scanned my frazzled brain for the "right" answer. "Well‚ of course all three financial statements should be studied in conjunction
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income would be overstated because it is not burdened by a depreciation charge‚ average total assets would remain understated‚ and ROA would be overstated. b. This error does not affect cash flows‚ but it does affect classification within the statement of cash flows. Expensing results in an operating cash ouflow in year one. Capitalization results in an investing cash outflow. 7.2 Self-Constructed Assets. The company should capitalize the full costs of construction‚ including direct labor
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