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PRESENTATION ON
FRAUD,DATA ANALYTICS FOR SENIOR MANAGERS OF
SONARWA GENERAL INSURANCE COMPANY LIMITED
Presented by
Okurapa samuel Ag. CEO
Tuesday, 6 December, 2016
Presentation Objectives
 Knowledge sharing with senior managers of the company
 To embrace data analytics in monitoring & identification of fraud
 The growth indicators for an insurance sector in an economy
 Understanding why fraud is always committed
 Effects of fraud on institutions
 Why I syndrome isn’t a good practice
 Key ratios impacted by the fraud
 Monitoring fraud through data analytics
 Common fraud practices for an insurance company
 Compiling fraud crimes, reporting and, how to address fraud practices
INTRODUCTION
The potential and performance of insurance sector is
universally assessed with reference to two parameters;
 Insurance penetration; UP/GDP
 Insurance density; UP/TP
Key words
 UP-Underwriting premium
 GDP-Gross domestic product
 TP –Total population of the country
Fraud affects both the UP & GDP,hence its impact to the
economy and the need for constituent institutions to
address fraud and SONARWA is not exceptional
Definition for Fraud
Fraud is any intentional act or omission designed to
deceive others, resulting in the victim suffering a loss
and/or the perpetrator achieving a gain.” theiia.org
“Any intentional or deliberate act to deprive another of
property or money by guile,deception,or another unfair
means” ACFE.
Fraud is any crime for gain that uses deception as its principal modulus operandus
Reasons for committing fraud
According to the institute of internal auditors, frauds can be
committed by an employee at any level within an
organization, as well as by those outside the organization.
There are three common characteristics of most frauds:
 Pressure or incentive
 Opportunity
 Rationalization
Pressure or incentive
Represents a need that an individual attempts to satisfy by
committing fraud. Often, pressure comes from a significant
financial need or problem. This may include the need to keep
one’s job or earn a bonus.
The need to maintain higher standard of living etc
Opportunity
 Opportunity is the ability to commit fraud and not be detected. Since fraudsters do
not want to be caught in their actions, they must believe ;
 their activities will not be detected. Opportunity is created by weak internal
controls, poor man-management, lack of board oversight, and/or through the use of
one’s position and authority to override controls. Failure to establish adequate
procedures to detect fraudulent activity also increases the opportunities for fraud to
occur. A process may be designed properly for typical conditions, however, a window
of opportunity may arise creating circumstances for the control to fail. Persons in
positions of authority may be able to create opportunities to override existing
controls because subordinates or weak controls allow them to circumvent the
established controls
Rationalization of a fraud
Rationalization is the ability for a person to justify a fraud, a crucial
component in most frauds.
Rationalization involves a person reconciling his/her behavior (e.g.,
stealing) with the commonly accepted notions of decency and trust.
For example, the fraudster places himself or herself as the priority
(self-centered), rather than the wellbeing of the organization or
society as a whole. The person may believe committing fraud is
justified in the context of saving a family member or loved one so
he/she can pay for high medical bills. Other times, the person
simply labels the theft as “borrowing,” and intends to pay the stolen
money back at a later time
Effects of fraud on insurance institutions
Fraud affects various activities of the institution in that in most
aspects it involves cash drain off , image damage which constrains
operation of the company to deliver to its expectations.
Fraud leads to institutional failures as a result its ability to subdue
processes hence poor ratios and regulatory interventions
Example
1. Services based on non arms length grounds.
2. Lack of professionalism and I syndrome (see next slide)
Fraud triangle (I, syndrome….)
Key ratios impacted negatively by un checked fraud
practices
1. Shareholders funds: Total assets
2. Gross premium income: Total Assets
3. Premiums Ceded to Reinsurance: Gross premium
4. Expense ratio
5. Loss ratios
6. Combined ratio
7. Commission ratio
8. Return on assets
9. Return on capital employed
10. Return on equity
11. Investment income to net income
Use of data analytics to monitor fraud
In developed markets the data analysis of the insurance
sector is done by;-
 insurance regulatory authorities
 Brokers association
 Association of the insurers
These results are shared across the industry where the
blacklisted institutions profiteering out of fraud practices
are exposed.
Use of data analytics to monitor fraud
 An effective and efficient fraud analytics solution therefore is the
key for SONARWA so as to cut costs, boost margins, increase
customer satisfaction, and lower litigation costs.
We should therefore look for ways in which analytics of our data
should guide in detection of fraud such as;-
 Claims history analytics – frequency, type, and overall claim
amounts should be used to determine the genuineness of
submitted claims.
 First Notification of Loss (FNOL) analytics – utilizing a list of
suspicious loss indicators to predict which claims are likely to be
fraudulent
Use of data analytics to monitor fraud
 Claims origination analytics – scanning for possible
sources of mishap triggering a claim, to determine if
the mishap caused was accidental, or intentional
 Billing analytics – these help in separating genuine
claims from “over-inflated” fraudulent claims
 Loss padding analytics – analytics used to identify
“genuine” and “non- genuine” parts of the claims
Effects of fraud practices on companies
According to the Everest Group Research (2014) The total
cost of insurance fraud (non-health insurance) in the United
States is estimated to be more than US$40 billion per year.
Its therefore clear that not timely addressing it leads to
multiple effects;-
 Fraud cuts profits for insurers
 limits the company ability to offer competitive premiums to
customers.
 Cuts down the market share of the affected company
hence un wanted liquidity stress.
Effects of fraud practices on companies
 Worsens the loss and combined ratios for an institution .
 Policyholders suffer due to higher premiums charged by
the institution to leverage the loses due to fraud.
 Limits the ability of the company to retain & Attract
talent.
 Loss of employment to employees of failing institutions
 The company is not attractive to investors and does not
contribute as it should be to the economy.
Common fraud practices in insurance sectors
Contractalteration
• Initiation/commencement dates
• Maturity dates
• Forged signatures
• Terms and conditions
• Amounts in contracts/insured risk values
• None declaration of contracts
• Issue of contracts for materialized risks
• Contract padding
Common fraud practices in insurance sectors
Underwritinglapses
• Backdated policies
• Elimination of needed clauses
• Inclusion of cover clauses
• Issue of cover notes for an insured periods
• Under and over insurance of risks
• Under cutting of premiums
• Non declaration of self interest
• Espionage of legal documents
Common fraud practices in insurance sectors
Humanresourcespractices
• Employee records falsification to gain employment or promotions
• Consideration of nepotism
• Sharing of employee data for self interest
• Non reprimand of errant employees
• Obtaining un declared gifts from employees
• Un merited appraisals by supervisors for a monetary reward
• Demanding for favors from an employee this may be in kind or in form
recommendations
• intentional Deprival of training needs to an employee
Common fraud practices in insurance sectorsHumanresourcespractices
• Impersonation for an employee
• Unauthorized interviewing of candidates for no vacant positions
• Approval and award of positions to non eligible candidates
• Falsified candidate credentials or curriculum vitae (certificates of attendance presented as
course trainings.(Ballooned CV)
• Ghost employees on the company payroll
• Salaries paid for unverified bank accounts
• Alteration of employee contract terms for personal gain
Common fraud practices in insurance sectorsClaimshandling
• Expert report falsification of details
• Alteration of details of the injured ,birth, identity and other records
• Under declaration of salvage values
• Over declaration of the insured risks at time of accident
• Inclusion of third parties
• Police report irregularities
• Insider dealing on disposal of salvage
• Non declaration of subrogation rights
• Non issue of debit notes for the exercise of the above
• Intentional denial of policy holder rights
• Intentional absence at accident scenes for personal gain
• Connivance with the opponent expert
• Un warranted issue of offer letters etc
Fraud data compilation
Fraud Particulars Frequency
Fraudulent motor accident
Impersonation of the regulatory officers
Theft by employees
Theft by agents/Brokers
Fraudulent motor claims
Complaints against garages
Forgery of company documents
Forged policy certificates
Related terminology in understanding fraud
 Fraud is perpetrated by a person knowing that it could
result in some unauthorized benefit to him or her, to the
organization, or to another person, and can be
perpetrated by persons outside or inside the organization.
Some common fraud schemes include:
 Asset misappropriation involves stealing cash or assets
(supplies, inventory, equipment, and information) from
the organization. In many cases, the perpetrator tries to
conceal the theft, usually by adjusting the records.
 Skimming occurs when cash is stolen from an organization before it is recorded on the
organization’s books and records. For example, an employee accepts payment from a
customer, but does not record the sale.
 Disbursement fraud occurs when a person causes the organization to issue a payment for
fictitious goods or services, inflated invoices, or invoices for personal purchases. For example,
an employee can create a shell company and then bill the employer for nonexistent services.
Other examples include fraudulent health care claims (billings for services not performed,
unbundled billings instead of bundled billings), unemployment insurance claims by people who
are working, or pension or social security claims for people who have died.
Related terminology in understanding fraud
 Bribery is the offering, giving, receiving, or soliciting of anything of value to
influence an outcome. Bribes may be offered to key employees or managers
such as purchasing agents who have discretion in awarding business to
vendors. In the typical case, a purchasing agent accepts kickbacks to favor an
outside vendor in buying goods or services. The flip side of offering or
receiving anything of value is demanding it as a condition of awarding
business, termed economic extortion. Another example is a corrupt lending
officer who demands a kickback in exchange for approving a loan. Those
paying bribes tend to be commissioned salespeople or intermediaries for
outside vendors.
Related terminology in understanding fraud
 A conflict of interest occurs where an employee, manager, or executive
of an organization has an undisclosed personal economic interest in a
transaction that adversely affects the organization or the shareholders’
interests.
 A diversion is an act to divert a potentially profit able transaction to an
employee or outsider that would normally generate profits for the
organization.
 Unauthorized Illegal use or theft of confidential or proprietary information
to wrongly benefit someone.
Related terminology in understanding fraud
 Related-party activity, Is a situation where one party receives some benefit not
obtainable in a normal arm’s length transaction?
 Tax evasions intentional reporting of false information on a tax return to reduce taxes
owed
 Expense reimbursement fraud, Occurs when an employee is paid for fictitious or
inflated expenses. For example, an employee submits a fraudulent expense report
claiming reimbursement for personal travel, nonexistent meals, extra mileage, etc.
 Information misrepresentation Involves providing false information, usually to those
outside the organization. Most often this involves fraudulent financial statements,
although falsifying information used as performance measures can also occur.
Related terminology in understanding fraud
 Corruption Is the misuse of entrusted power for private gain? Corruption
includes bribery and other improper uses of power. Corruption is often
an off-book fraud, meaning that there is little financial statement
evidence available to prove that the crime occurred. Corrupt employees
do not have to fraudulently change financial statements to cover up their
crimes; they simply receive cash payments under the table. In most
cases, these crimes are uncovered through tips or complaints from third
parties, often via a fraud hotline. Corruption often involves the
purchasing function. Any employee
Related terminology in understanding fraud
How to address fraud practices
 The institution must have in place a whistle blowers policy
that will be in compliance with the national laws of Rwanda
 Vetting of all new recruits into the company so as to
comply with fit and proper requirements
 Strict observance of approved policies
 Regular audits of company processes
 Allow for free communication across employees
 Enhanced automation for IT infrastructure
 Etc. etc. ………
Addressing fraud practices at company level
The institution must compile its own statistics of
various fraud alerts that should be shared with all
levels of staff.
 Underwriters /Marketers/Claim officers to have
regular trainings in best practices & reading
industry surveys.
 Regular briefings for staff on fraud trends
 The culture of Zero tolerance to fraud must be
echoed across Sonarwa by enforcing the
disciplinary actions against perpetrators.
Be disciplined and work for your institution
Q&A

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Summary presentation Highliths

  • 1. PRESENTATION ON FRAUD,DATA ANALYTICS FOR SENIOR MANAGERS OF SONARWA GENERAL INSURANCE COMPANY LIMITED Presented by Okurapa samuel Ag. CEO Tuesday, 6 December, 2016
  • 2. Presentation Objectives  Knowledge sharing with senior managers of the company  To embrace data analytics in monitoring & identification of fraud  The growth indicators for an insurance sector in an economy  Understanding why fraud is always committed  Effects of fraud on institutions  Why I syndrome isn’t a good practice  Key ratios impacted by the fraud  Monitoring fraud through data analytics  Common fraud practices for an insurance company  Compiling fraud crimes, reporting and, how to address fraud practices
  • 3. INTRODUCTION The potential and performance of insurance sector is universally assessed with reference to two parameters;  Insurance penetration; UP/GDP  Insurance density; UP/TP Key words  UP-Underwriting premium  GDP-Gross domestic product  TP –Total population of the country Fraud affects both the UP & GDP,hence its impact to the economy and the need for constituent institutions to address fraud and SONARWA is not exceptional
  • 4. Definition for Fraud Fraud is any intentional act or omission designed to deceive others, resulting in the victim suffering a loss and/or the perpetrator achieving a gain.” theiia.org “Any intentional or deliberate act to deprive another of property or money by guile,deception,or another unfair means” ACFE. Fraud is any crime for gain that uses deception as its principal modulus operandus
  • 5. Reasons for committing fraud According to the institute of internal auditors, frauds can be committed by an employee at any level within an organization, as well as by those outside the organization. There are three common characteristics of most frauds:  Pressure or incentive  Opportunity  Rationalization
  • 6. Pressure or incentive Represents a need that an individual attempts to satisfy by committing fraud. Often, pressure comes from a significant financial need or problem. This may include the need to keep one’s job or earn a bonus. The need to maintain higher standard of living etc
  • 7. Opportunity  Opportunity is the ability to commit fraud and not be detected. Since fraudsters do not want to be caught in their actions, they must believe ;  their activities will not be detected. Opportunity is created by weak internal controls, poor man-management, lack of board oversight, and/or through the use of one’s position and authority to override controls. Failure to establish adequate procedures to detect fraudulent activity also increases the opportunities for fraud to occur. A process may be designed properly for typical conditions, however, a window of opportunity may arise creating circumstances for the control to fail. Persons in positions of authority may be able to create opportunities to override existing controls because subordinates or weak controls allow them to circumvent the established controls
  • 8. Rationalization of a fraud Rationalization is the ability for a person to justify a fraud, a crucial component in most frauds. Rationalization involves a person reconciling his/her behavior (e.g., stealing) with the commonly accepted notions of decency and trust. For example, the fraudster places himself or herself as the priority (self-centered), rather than the wellbeing of the organization or society as a whole. The person may believe committing fraud is justified in the context of saving a family member or loved one so he/she can pay for high medical bills. Other times, the person simply labels the theft as “borrowing,” and intends to pay the stolen money back at a later time
  • 9. Effects of fraud on insurance institutions Fraud affects various activities of the institution in that in most aspects it involves cash drain off , image damage which constrains operation of the company to deliver to its expectations. Fraud leads to institutional failures as a result its ability to subdue processes hence poor ratios and regulatory interventions Example 1. Services based on non arms length grounds. 2. Lack of professionalism and I syndrome (see next slide)
  • 10. Fraud triangle (I, syndrome….)
  • 11. Key ratios impacted negatively by un checked fraud practices 1. Shareholders funds: Total assets 2. Gross premium income: Total Assets 3. Premiums Ceded to Reinsurance: Gross premium 4. Expense ratio 5. Loss ratios 6. Combined ratio 7. Commission ratio 8. Return on assets 9. Return on capital employed 10. Return on equity 11. Investment income to net income
  • 12. Use of data analytics to monitor fraud In developed markets the data analysis of the insurance sector is done by;-  insurance regulatory authorities  Brokers association  Association of the insurers These results are shared across the industry where the blacklisted institutions profiteering out of fraud practices are exposed.
  • 13. Use of data analytics to monitor fraud  An effective and efficient fraud analytics solution therefore is the key for SONARWA so as to cut costs, boost margins, increase customer satisfaction, and lower litigation costs. We should therefore look for ways in which analytics of our data should guide in detection of fraud such as;-  Claims history analytics – frequency, type, and overall claim amounts should be used to determine the genuineness of submitted claims.  First Notification of Loss (FNOL) analytics – utilizing a list of suspicious loss indicators to predict which claims are likely to be fraudulent
  • 14. Use of data analytics to monitor fraud  Claims origination analytics – scanning for possible sources of mishap triggering a claim, to determine if the mishap caused was accidental, or intentional  Billing analytics – these help in separating genuine claims from “over-inflated” fraudulent claims  Loss padding analytics – analytics used to identify “genuine” and “non- genuine” parts of the claims
  • 15. Effects of fraud practices on companies According to the Everest Group Research (2014) The total cost of insurance fraud (non-health insurance) in the United States is estimated to be more than US$40 billion per year. Its therefore clear that not timely addressing it leads to multiple effects;-  Fraud cuts profits for insurers  limits the company ability to offer competitive premiums to customers.  Cuts down the market share of the affected company hence un wanted liquidity stress.
  • 16. Effects of fraud practices on companies  Worsens the loss and combined ratios for an institution .  Policyholders suffer due to higher premiums charged by the institution to leverage the loses due to fraud.  Limits the ability of the company to retain & Attract talent.  Loss of employment to employees of failing institutions  The company is not attractive to investors and does not contribute as it should be to the economy.
  • 17. Common fraud practices in insurance sectors Contractalteration • Initiation/commencement dates • Maturity dates • Forged signatures • Terms and conditions • Amounts in contracts/insured risk values • None declaration of contracts • Issue of contracts for materialized risks • Contract padding
  • 18. Common fraud practices in insurance sectors Underwritinglapses • Backdated policies • Elimination of needed clauses • Inclusion of cover clauses • Issue of cover notes for an insured periods • Under and over insurance of risks • Under cutting of premiums • Non declaration of self interest • Espionage of legal documents
  • 19. Common fraud practices in insurance sectors Humanresourcespractices • Employee records falsification to gain employment or promotions • Consideration of nepotism • Sharing of employee data for self interest • Non reprimand of errant employees • Obtaining un declared gifts from employees • Un merited appraisals by supervisors for a monetary reward • Demanding for favors from an employee this may be in kind or in form recommendations • intentional Deprival of training needs to an employee
  • 20. Common fraud practices in insurance sectorsHumanresourcespractices • Impersonation for an employee • Unauthorized interviewing of candidates for no vacant positions • Approval and award of positions to non eligible candidates • Falsified candidate credentials or curriculum vitae (certificates of attendance presented as course trainings.(Ballooned CV) • Ghost employees on the company payroll • Salaries paid for unverified bank accounts • Alteration of employee contract terms for personal gain
  • 21. Common fraud practices in insurance sectorsClaimshandling • Expert report falsification of details • Alteration of details of the injured ,birth, identity and other records • Under declaration of salvage values • Over declaration of the insured risks at time of accident • Inclusion of third parties • Police report irregularities • Insider dealing on disposal of salvage • Non declaration of subrogation rights • Non issue of debit notes for the exercise of the above • Intentional denial of policy holder rights • Intentional absence at accident scenes for personal gain • Connivance with the opponent expert • Un warranted issue of offer letters etc
  • 22. Fraud data compilation Fraud Particulars Frequency Fraudulent motor accident Impersonation of the regulatory officers Theft by employees Theft by agents/Brokers Fraudulent motor claims Complaints against garages Forgery of company documents Forged policy certificates
  • 23. Related terminology in understanding fraud  Fraud is perpetrated by a person knowing that it could result in some unauthorized benefit to him or her, to the organization, or to another person, and can be perpetrated by persons outside or inside the organization. Some common fraud schemes include:  Asset misappropriation involves stealing cash or assets (supplies, inventory, equipment, and information) from the organization. In many cases, the perpetrator tries to conceal the theft, usually by adjusting the records.
  • 24.  Skimming occurs when cash is stolen from an organization before it is recorded on the organization’s books and records. For example, an employee accepts payment from a customer, but does not record the sale.  Disbursement fraud occurs when a person causes the organization to issue a payment for fictitious goods or services, inflated invoices, or invoices for personal purchases. For example, an employee can create a shell company and then bill the employer for nonexistent services. Other examples include fraudulent health care claims (billings for services not performed, unbundled billings instead of bundled billings), unemployment insurance claims by people who are working, or pension or social security claims for people who have died. Related terminology in understanding fraud
  • 25.  Bribery is the offering, giving, receiving, or soliciting of anything of value to influence an outcome. Bribes may be offered to key employees or managers such as purchasing agents who have discretion in awarding business to vendors. In the typical case, a purchasing agent accepts kickbacks to favor an outside vendor in buying goods or services. The flip side of offering or receiving anything of value is demanding it as a condition of awarding business, termed economic extortion. Another example is a corrupt lending officer who demands a kickback in exchange for approving a loan. Those paying bribes tend to be commissioned salespeople or intermediaries for outside vendors. Related terminology in understanding fraud
  • 26.  A conflict of interest occurs where an employee, manager, or executive of an organization has an undisclosed personal economic interest in a transaction that adversely affects the organization or the shareholders’ interests.  A diversion is an act to divert a potentially profit able transaction to an employee or outsider that would normally generate profits for the organization.  Unauthorized Illegal use or theft of confidential or proprietary information to wrongly benefit someone. Related terminology in understanding fraud
  • 27.  Related-party activity, Is a situation where one party receives some benefit not obtainable in a normal arm’s length transaction?  Tax evasions intentional reporting of false information on a tax return to reduce taxes owed  Expense reimbursement fraud, Occurs when an employee is paid for fictitious or inflated expenses. For example, an employee submits a fraudulent expense report claiming reimbursement for personal travel, nonexistent meals, extra mileage, etc.  Information misrepresentation Involves providing false information, usually to those outside the organization. Most often this involves fraudulent financial statements, although falsifying information used as performance measures can also occur. Related terminology in understanding fraud
  • 28.  Corruption Is the misuse of entrusted power for private gain? Corruption includes bribery and other improper uses of power. Corruption is often an off-book fraud, meaning that there is little financial statement evidence available to prove that the crime occurred. Corrupt employees do not have to fraudulently change financial statements to cover up their crimes; they simply receive cash payments under the table. In most cases, these crimes are uncovered through tips or complaints from third parties, often via a fraud hotline. Corruption often involves the purchasing function. Any employee Related terminology in understanding fraud
  • 29. How to address fraud practices  The institution must have in place a whistle blowers policy that will be in compliance with the national laws of Rwanda  Vetting of all new recruits into the company so as to comply with fit and proper requirements  Strict observance of approved policies  Regular audits of company processes  Allow for free communication across employees  Enhanced automation for IT infrastructure  Etc. etc. ………
  • 30. Addressing fraud practices at company level The institution must compile its own statistics of various fraud alerts that should be shared with all levels of staff.  Underwriters /Marketers/Claim officers to have regular trainings in best practices & reading industry surveys.  Regular briefings for staff on fraud trends  The culture of Zero tolerance to fraud must be echoed across Sonarwa by enforcing the disciplinary actions against perpetrators.
  • 31. Be disciplined and work for your institution Q&A