larceny and fraud study 2013-2014 proposed methodology

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Larceny and Fraud Study 2013-2014 Proposed Methodology

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Larceny and Fraud Study 2013-2014 Proposed Methodology. Background. Embezzlement Study 1997-1998. The Commission conducted a study of felony embezzlement cases to examine the relationship between the amount embezzled and sentencing outcomes - PowerPoint PPT Presentation

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Page 1: Larceny and Fraud Study  2013-2014  Proposed Methodology

Larceny and Fraud Study 2013-2014

Proposed Methodology

Page 2: Larceny and Fraud Study  2013-2014  Proposed Methodology

Background

Page 3: Larceny and Fraud Study  2013-2014  Proposed Methodology

Embezzlement Study 1997-1998

3

The Commission conducted a study of felony

embezzlement cases to examine the relationship

between the amount embezzled and sentencing

outcomes

The Commission analyzed a sample of felony

embezzlement cases sentenced under truth-in-

sentencing laws between January 1, 1995, and

June 30, 1997

Page 4: Larceny and Fraud Study  2013-2014  Proposed Methodology

Embezzlement Study 1997-1998

The primary data source was Pre/Post-Sentence

Investigation (PSI) reports, specifically the narrative

section describing details of the offense

− Dollar amount

− Duration of the embezzlement act

− Type of victim

− Offender’s relationship with the victim

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Page 5: Larceny and Fraud Study  2013-2014  Proposed Methodology

Analysis revealed a relationship between dollar amount embezzled and whether or not the offender received a sentence of more than six months

Percentage of Embezzlers Receiving Incarceration >6 Months by Amount Embezzled

Embezzlement Study 1997-1998

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Page 6: Larceny and Fraud Study  2013-2014  Proposed Methodology

Commission approved a modification to Section A of the Larceny guidelines to increase the likelihood that offenders who embezzle larger amounts will be recommended for incarceration more than six months (Section C)

Embezzlement Study 1997-1998

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Page 7: Larceny and Fraud Study  2013-2014  Proposed Methodology

Analysis conducted only on those cases resulting in probation or a jail sentence of up to 6 months revealed a correlation between the amount embezzled and the sentence outcome

Type of Disposition by Amount Embezzled

Embezzlement Study 1997-1998

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Page 8: Larceny and Fraud Study  2013-2014  Proposed Methodology

Commission approved a modification to Section B of the Larceny guidelines to increase the likelihood that offenders who embezzle larger amounts will be recom-mended for a jail sentence of up to 6 months (versus probation without incarceration)

Embezzlement Study 1997-1998

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Page 9: Larceny and Fraud Study  2013-2014  Proposed Methodology

Analysis of cases resulting in prison terms revealed that, in over half of the upward departures, judges cited a large dollar amount as the reason for the lengthier sentence

Commission approved a modification to Section C of the Larceny guidelines to increase the length of sentence recommended for offenders who embezzle larger amounts

Embezzlement Study 1997-1998

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Page 10: Larceny and Fraud Study  2013-2014  Proposed Methodology

The Commission conducted a study of larceny and

fraud cases to examine the relationship between the

amount of money or property stolen and sentencing

outcomes

The Commission studied a sample of felony larceny

and fraud cases sentenced in CY1998 and CY1999

Sample excluded embezzlement because it had been

examined in the previous study

Certain other offenses were also excluded, such as

motor vehicle theft and forging public record

Larceny and Fraud Study 1999-2000

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Page 11: Larceny and Fraud Study  2013-2014  Proposed Methodology

Study sample

− 200 grand larceny

− 600 other larceny and fraud

Supplemental data collected on factors of interest that were not contained in the automated data

− Narratives from the Pre/Post-Sentence Investigation (PSI) reports

− Court records

51 cases had to be dropped (cases actually involved motor vehicle theft or the wrong VCC was used to identify the offense)

Final sample was 749 cases (309 larceny; 440 fraud)

Larceny and Fraud Study 1999-2000

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Page 12: Larceny and Fraud Study  2013-2014  Proposed Methodology

Data Collection Form

Sample Case

Page 13: Larceny and Fraud Study  2013-2014  Proposed Methodology

Data Collection Form

Sample Case

Page 14: Larceny and Fraud Study  2013-2014  Proposed Methodology

Larceny and Fraud Study 1999-2000

Dollar Value of Money or Property Stolen in Felony Larceny Cases

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Page 15: Larceny and Fraud Study  2013-2014  Proposed Methodology

Based on the results of the analysis, the Commission

could consider adding a factor to the sentencing

guidelines to account for the value of money or

property stolen in larceny/fraud cases

Factors gathered through supplemental data were

tested to try to improve the predictive ability of the

guidelines model

Larceny and Fraud Study 1999-2000

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Page 16: Larceny and Fraud Study  2013-2014  Proposed Methodology

Although many variations of the factors were tried,

models with factors that were statistically significant

were only marginally better than the existing

guidelines model

− The best models involved both dollar amount

and a factor related to restitution and/or

victim type

− Adding such factors would have added a

layer of complexity for users when scoring

Larceny and Fraud Study 1999-2000

Commission took no action

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Page 17: Larceny and Fraud Study  2013-2014  Proposed Methodology

Proposed Methodologyfor 2013-2014 Study

Page 18: Larceny and Fraud Study  2013-2014  Proposed Methodology

Offenders will be identified from the Sentencing Guidelines database

Total = 21,568

Larceny and Fraud Study 2013-2014Proposed Methodology

Identification of Offenders for the Study:

Felony Sentencing Events with Larceny or Fraud as the Most Serious Offense

FY2011 – FY2013*

18* FY2013 data is incomplete

Page 19: Larceny and Fraud Study  2013-2014  Proposed Methodology

A large sample is preferred, as some cases will be eliminated in subsequent stages

― Supplemental data may reveal a conviction for an excluded offense

― Wrong VCC

― Available data may be insufficient to include the offender

Strategy is similar to the original Larceny/Fraud Study in 1999-2000

Selection of Study Sample:

Larceny and Fraud Study 2013-2014Proposed Methodology

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Page 20: Larceny and Fraud Study  2013-2014  Proposed Methodology

Sample will be based on a stratified random

sampling technique to under-sample grand

larceny cases and over-sample other types of

larcenies

− To ensure adequate number of cases

for non-grand larceny in the sample

Sample will include embezzlement

− Length of time since previous study

− Judges frequently cite dollar amount

when sentencing above the guidelines

Selection of Study Sample:

Larceny and Fraud Study 2013-2014Proposed Methodology

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Page 21: Larceny and Fraud Study  2013-2014  Proposed Methodology

Number of Cases

Grand Larceny 200

Embezzlement 600

Other Larcenies 400

Fraud 300

Total 1,500

For the analysis, the sampled cases will be

weighted to reflect each subgroup’s actual

proportion in the population

Selection of Study Sample

Larceny and Fraud Study 2013-2014Proposed Methodology

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Page 22: Larceny and Fraud Study  2013-2014  Proposed Methodology

Code Section Description

§18.2-103 Shoplift, alter price tags >= $200§18.2-108(A) Receive stolen goods-$200 or more§18.2-108.1 Receive stolen firearm§18.2-115 Conversion by fraud of property titled to other, >=$200§18.2-116 Goods on approval, fail to pay or return goods-$200 or more§18.2-117 Bailee, fail to return animal, auto, etc. - $200 or more§18.2-118 Fail to return leased personal property-$200 or more§18.2-95(i) Grand larceny - $5 or more from person§18.2-95(ii) Grand larceny - $200 or more not from person§18.2-95(iii) Larceny of firearm, regardless of value, not from person§18.2-96.1 Altering, defacing, removing, possessing serial no. > $200§18.2-97 Larceny of animals (dog, horse, pony, mule, cow, steer, etc.)§18.2-97 Larceny of animals and poultry worth less than $200§18.2-98 Larceny of bank notes, checks, etc. worth $200 or more§18.2-108.01(A) Larceny $200 or more with intent to sell or distribute§18.2-108.01(B) Sell etc. stolen property aggregate value $200 or more§18.2-114.1 Special commissioner, fail to account for money-$200 or more§18.2-111 Embezzlement, $200 or more§18.2-112 Embezzlement by public officer§18.2-113 Fraudulent entry by financial officer

Identification of Offenses for the Study

Larceny and Fraud Study 2013-2014Proposed Methodology

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Page 23: Larceny and Fraud Study  2013-2014  Proposed Methodology

Code Section Description

§18.2-170 Forging - Coins or bank notes§18.2-172 Forgery§18.2-172 Uttering§18.2-173 Possess forged bank notes or coins-10 or more§18.2-178 Obtain money by false pretenses >=$200§18.2-178 Obtain signature, writing by false pretenses§18.2-181 Bad checks, $200 or more§18.2-181.1 Bad checks, two or more w/in 90 days, >=$200§18.2-186(B) False statement to obtain property/credit-$200 or more§18.2-186.3(D) Identity Fraud - Financial loss greater than $200§18.2-187.1 False statement to obtain utilities, TV, $200 or more§18.2-188 False statement to obtain hotel/motel service, etc., >=$200§18.2-192(1,a) Theft of credit card / numbers§18.2-193 Forgery/uttering of credit card§18.2-195(1) Credit Card Fraud >= $200 over 6 month period§18.2-197 Receive goods from credit fraud-$200 or more§18.2-198 Airline/railroad ticket-obtain at discount price by fraud§18.2-200.1 Fail to perform construction in return for advances, > $200§63.2-522 Fraudulently obtaining welfare asst. - Value $200 or more§63.2-523 Unauthorized use of food stamps - Value $200 or more§43-13 Intent to defraud funds not used to pay labor/supplies $200+

Identification of Offenses for the Study

Larceny and Fraud Study 2013-2014Proposed Methodology

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Page 24: Larceny and Fraud Study  2013-2014  Proposed Methodology

Dollar value of money or property stolen

Type(s) of items

Damage of items

Insurance coverage for items

Location of offense

Duration of offense

Number of victims

Type of victim(s)

Offender relationship to victim

Money/items recovered

Status of restitution at time of sentencing

Restitution ordered at sentencing

Larceny and Fraud Study 2013-2014Proposed Methodology

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Supplemental Data Collection

Page 25: Larceny and Fraud Study  2013-2014  Proposed Methodology

Pre-Sentence/Post-Sentence Investigation

(PSI) Reports

−About 35% of cases will have a PSI

Commonwealth’s Attorneys’ files

Victim Impact Statements

Court records

Probation Office records

Larceny and Fraud Study 2013-2014Proposed Methodology

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Data Sources

Page 26: Larceny and Fraud Study  2013-2014  Proposed Methodology

October 2013 – June 2014 Data collection

June 2014 – August 2014 Data analysis

September 2014 Present preliminary results

November 2014 Present proposal for guidelines

revision (if supported by data)

Larceny and Fraud Study 2013-2014Proposed Work Plan

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2014 Annual Report

Page 27: Larceny and Fraud Study  2013-2014  Proposed Methodology