leap fraud prevention and detection
DESCRIPTION
LEAP Fraud Prevention and Detection. Colorado Department of Human Services. Introduction Data Mining Fraud Detection Annual Data Mining Techniques Continuous Monitoring. LEAP Fraud Example What Your State Can Do to Prevent Fraud Fraud Hotline. Update Topics. CDHS Audit Division. - PowerPoint PPT PresentationTRANSCRIPT
Report Fraud 1-877-934-6361 1
LEAP Fraud Prevention and DetectionColorado Department of Human Services
Report Fraud 1-877-934-6361 2
Update Topics
• Introduction
• Data Mining
• Fraud Detection
• Annual Data Mining Techniques
• Continuous Monitoring
• LEAP Fraud Example
• What Your State Can Do to Prevent Fraud
• Fraud Hotline
Report Fraud 1-877-934-6361 3
CDHS Audit Division
• Introduction to CDHS Audit Division
Report Fraud 1-877-934-6361 4
Data Mining
Filtering data to locate information or patterns of information
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Fraud Detection
• Use data mining techniques to detect fraud and abuse
Report Fraud 1-877-934-6361 6
Annual Data Mining Techniques
• Our office analyzes the data from each year’s LEAP season
• We identify:
• Training issues
• Areas that may need rule or policy changes
• Possible misuse of LEAP funds
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Annual Data Mining Techniques
• Search for fields in the data that are blank
• Identify duplicate entries in the SSN, household number, and address fields
• Review data for obvious data entry errors
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Annual Data Mining Techniques
• Perform data matches to the Social Security Administration’s death records
• Group like counties together to perform data mining analysis tests on benefit issuance data
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Annual Data Mining Techniquestech_number Count Percent of Count
1 32 0.91%2 219 6.22%3 284 8.06%4 5 0.14%5 291 8.26%6 176 5%7 306 8.69%8 167 4.74%9 299 8.49%
10 466 13.23%11 197 5.59%12 303 8.60%13 312 8.86%14 196 5.56%15 265 7.52%16 2 0.06%17 1 0.03%18 2 0.06%
Totals 3,523 100%
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Annual Data Mining Techniques
Number Total AverageRange - 600 -
Positive 466 114,313 245Negative 0 0 0
Zeros 0 - -Totals 466 114,313 245
Abs Value - 114,313 -
Highest Lowest700 100700 100700 100700 100700 100
NUMERIC10
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Annual Data Mining Techniques
NUMERIC10 CountPercent of Count
Percent of Field
NUMERIC10
100 - 159 210 45.06% 19.67% 22,488160 - 219 50 10.73% 8.25% 9,431220 - 279 30 6.44% 6.36% 7,265280 - 339 43 9.23% 11.55% 13,198340 - 399 38 8.15% 12.11% 13,840400 - 459 37 7.94% 13.89% 15,875460 - 519 26 5.58% 10.99% 12,564520 - 579 13 2.79% 6.24% 7,137580 - 639 6 1.29% 3.23% 3,698640 - 700 13 2.79% 7.71% 8,817Totals 466 100% 100% 114,313
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Annual Data Mining Techniques
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Continuous Monitoring
• CEPS (LEAP System Reports)
• EBT Card Withdrawal Reports
• State Financial System Reports
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LEAP Fraud Example
• LEAP lead worker issued LEAP benefits to relatives
• Results - 3 years probation, 100 hours community service, and restitution and court costs
• Conflict of interest in this county
Annual LEAP Fraud Prevention Training
• Fraud Investigations
• Results
• Monitoring
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Other Fraud Prevention Ideas
• Review system controls
• Ensure proper separation of duties are in place
• Rotate caseloads during the LEAP season
• Create interfaces between systems or perform data matches between systems
Report Fraud 1-877-934-6361 16
Report Fraud 1-877-934-6361 17
What Your State Can Do to Prevent Fraud
• Have in-depth discussions with your managers on how fraud could occur in your State
• Review and walk through internal controls
• Ask whether they are effective
• Address risk, make changes
• Ask for your county’s EBT card control procedures
• Ask whether they are effective
Report Fraud 1-877-934-6361 18
What Your State Can Do to Prevent Fraud
• Remind staff to be a prudent person when making eligibility decisions
• Use common sense
• Use program knowledge
• Make use of your rules and regulations
• Make use of experience and expertise
• Document the rationale you used to make the eligibility decision
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Report Fraud 1-877-934-6361 20
Contact Information
• CDHS Audit Division
• Ryan Rivera, Audit Supervisor
• (303) 866-7329
• [email protected] • CDHS Low-Income Energy Assistance Program
• Todd Jorgensen, Director
• (303) 861-0325