in forming the verdict. It is important that forensic accountants possess skills such as microeconomics, cost-center accounting systems, coming up with conclusions with little data, report writing, research skills and interview skills. This process can employ one or more of the following techniques: Review of Public records, Background investigations, Interviews of knowledgeable parties, Analysis of Real evidence to identify possible Forgery and/or document alterations, Surveillance and inspection of business premises, Analysis of individual Financial transactions or statements, and Review of Business records to identify fictitious vendors, employees, and/or business activities. Forensic accountants are also increasingly playing more proactive risk reduction roles by designing and performing extended procedures as part of the statutory audit, acting as advisers to audit committees, fraud deterrence engagements, and assisting in investment analyst research. Methods Forensic accounting combines the work of an auditor and a private investigator. Unlike auditors whose goal is focused on finding and preventing errors, the role of a forensic accountant is to identify instances of fraud. Some of the most common types of fraud schemes include overstating revenues, understating liabilities, inventory manipulation, and asset misappropriation. To discover these, forensic accountants apply a variety of techniques. Forensic accounting methods can be classified into quantitative and qualitative. The qualitative approach studies the personal characteristics of the individuals behind financial fraud schemes. A popular theory of fraud revolves around the fraud triangle, which classifies the three elements of fraud as perceived opportunity, perceived need (pressures), and rationalization. More recently, forensic accountants have gone beyond incentive effects and focused on behavioral characteristics. Certain predictive factors, like being labeled as “narcissistic” or committing adultery, are common traits among fraud perpetrators. These characteristics are often not conclusive enough on their own to identify the culprit, but can help forensic accountants to narrow down a suspect list. The quantitative approach focuses on financial data information and searches for abnormalities or patterns predictive of misconduct. Today, forensic accountants work closely with data analytics to dig through complex financial records. Data collection is an important aspect of forensic accounting because proper analysis requires data that is sufficient and reliable. Once a forensic accountant has access to the relevant data, analytic techniques are applied. Predictive modeling can detect potentially fraudulent activities, entity resolution algorithms and social network analytics can identify hidden relationships, and text mining allows forensic accountants to parse through large amounts of unstructured data quickly. Another common quantitative forensic accounting