Methodological Deficiencies in the Expert Testimony of Forensic Accountants: A Qualitative Content Analysis of Judicial Statements Pertaining to Daubert Exclusions
Open accessAbstract
The purpose of this research was to examine the methodological factors that judges perceive as reasons for excluding the expert testimony of forensic accountants in order to map this rationale onto the Daubert standard. Methodology:. A case study research design using a qualitative content analysis of 34 federal cases involving methodological violations of the Daubert standard was selected. Open and axial coding was applied to the judicial statements to ascertain the general themes as well as the specific categories that constituted those themes. Findings: Judges primarily excluded testimony based on deficiencies in evidence, methods, and reasoning. Deficiencies in evidence and method were isomorphic with the Daubert standard, whereas deficiencies in reasoning were unique to this analysis. Further, these thematic categories were interconnected in ways not explicitly expressed in the Federal Rules of Evidence. Originality/Value: This study provided a detailed understanding of how judges understood methodological deficiencies when applying the Daubert standard in order to exclude the testimony of forensic accountants. Practical insights on what forensic accountants should focus on when analyzing their own methodological concerns is obtained.
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- Findingown data
The thematic categories of deficiencies were interconnected in ways not explicitly expressed in the Federal Rules of Evidence.
“Further, these thematic categories were interconnected in ways not explicitly expressed in the Federal Rules of Evidence.”
Quote in the paperSubstantial claim- Rests on an assumption: In federal courts, judges primarily use the Daubert standard to exclude expert testimony.
- Findingown data
Judges primarily excluded forensic accountant testimony based on deficiencies in evidence, methods, and reasoning.
“Judges primarily excluded testimony based on deficiencies in evidence, methods, and reasoning.”
Quote in the paperSubstantial claim - Findingown data
Among the primary codes, deficient evidence, deficient methods, and deficient reasoning were the reasons that judges cited most frequently when choosing to disallow forensic accountant testimony.
“Among these primary codes, (a) deficient evidence, (b) deficient methods, and (c) deficient reasoning were the reasons that judges cited most frequently when choosing to disallow forensic accountant testimony.”
Quote in the paperSubstantial claim - Findingcitation
In one case, imagined evidence was an instance of both deficient evidence and faulty assumption.
“Additionally, in one case, imagined evidence was an instance of both deficient evidence and faulty assumption (Hans v. Tharadlson, 2011).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Hans v. Tharadlson, 2011
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Findingown data
Thirty-six judicial statements were coded as expressing perceptions of deficient methods.
“Thirty-six judicial statements were coded as expressing perceptions of deficient methods.”
Quote in the paperSubstantial claim
- Findingown data
Faulty assumption was a major sub-code related to problems with deficient reasoning.
“Faulty assumption formed another major sub-code related to problems with deficient reasoning.”
Quote in the paperNot a substantial claim - Findingcitation
Yet another type of deficient method occurred when the judge deemed the method rudimentary to the extent that no specialized knowledge or skill would be required to conduct an analysis.
“Yet another type of deficient method occurred when the judged deemed the method rudimentary to the extent that no specialized knowledge or skill would be required to conduct an analysis.”
Quote in the paperNot a substantial claim - Findingown data
Analysis of methodologically related reasons that judges excluded FA testimony revealed three primary categories of exclusion: deficient evidence, deficient methods, and deficient reasoning.
“Analysis of the methodologically related reasons that judges excluded the testimony of FAs revealed the following three primary categories of exclusion: (a) deficient evidence, (b) deficient methods, and (c) deficient reasoning.”
Quote in the paperSubstantial claim- Rests on an assumption: Judicial statements in written opinions accurately reflect the reasons judges exclude expert testimony.
- Findingreasoning
Deficient evidence displayed associations with other primary and secondary codes, including faulty assumptions, lack of relevance, irrelevant data, and deficient reasoning.
“Deficient evidence also displayed associations with other primary and secondary codes, including faulty assumptions, lack of relevance, irrelevant data, and deficient reasoning.”
Quote in the paperNot a substantial claim - Findingown data
The third most common reason for rejecting FA testimony as it relates to methodology was the failure of FAs to reason logically toward a sound conclusion.
“The third most common reason for rejecting FA testimony as it relates to methodology was the failure on the part of FAs to reason logically toward a sound conclusion.”
Quote in the paperSubstantial claim - Findingown data
Content analysis of judicial statements revealed nine sub-codes associated with methodological deficiencies: deficient evidence, deficient methods, deficient reasoning, lack of relevance, faulty assumptions, reference, subjectivity, standards of control, and peer-reviewed status.
“Content analysis of judicial statements revealed nine sub-codes associated with methodological deficiencies. They were as follows: (a) deficient evidence, (b) deficient methods, (c) deficient reasoning, (d) lack of relevance, (e) faulty assumptions, (f) reference, (g) subjectivity, (h) standards of control, and (i) peer-reviewed status.”
Quote in the paperSubstantial claim - Findingcitation
In Silicon Knights, Inc. v. Epic Games, Inc. (2011), the absence of facts did not support an assumption.
“Finally in Silicon Knights, Inc. v. Epic Games, Inc. (2011) the absence of facts did not support an assumption.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Silicon Knights, Inc. v. Epic Games, Inc. (2011)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Findingreasoning
Insufficient evidence was another frequent interconnected code.
“Finally, insufficient evidence was another frequent interconnected code.”
Quote in the paperNot a substantial claim - Findingreasoning
Often applied methods that were based on insufficient evidence were perceived as deficient.
“Often applied methods that were based on insufficient evidence were perceived as deficient.”
Quote in the paperSubstantial claim - Findingnone given
Faulty assumption was most frequently tied to relevancy.
“Faulty assumption was most frequently tied to relevancy.”
Quote in the paperNot a substantial claim - Findingreasoning
According to statements made by judges, FA testimony must express a coherent argument both in the FA's report and verbally.
“According to statements made by judges, FA testimony must express a coherent argument both in the FA's report and verbally.”
Quote in the paperSubstantial claim - Findingown data
Faulty assumption was linked to a wide range of sub-codes, including absence of facts, insufficient data, relevance, and unreliability of methods.
“It was linked to a wide range of sub-codes, including absence of facts, insufficient data, relevance, and unreliability of methods.”
Quote in the paperNot a substantial claim - Findingown data
Absence of method, unreliability, and non-specialized methods were the most frequent sub-codes that informed the primary code of deficient methods.
“Absence of method, unreliability, and non-specialized methods were the most frequent sub-codes that informed the primary code.”
Quote in the paperSubstantial claim - Findingnone given
Problems associated with logical reasoning formed a major category of judicial perception.
“In addition, problems associated with logical reasoning formed a major category of judicial perception.”
Quote in the paperSubstantial claim - Findingown data
The most often cited reason judges disallowed forensic accountant testimony was deficient evidence.
“The most often cited reasons judges disallowed forensic accountant testimony was deficient evidence.”
Quote in the paperSubstantial claim - Findingown data
Deficient evidence was most often marked by being insufficient, absent, irrelevant, or inaccurate.
“Deficient evidence was most often marked by being insufficient, absent, irrelevant, or inaccurate.”
Quote in the paperSubstantial claim - Findingown data
The most frequent interrelated code was faulty assumption.
“The most frequent interrelated code was faulty assumption.”
Quote in the paperNot a substantial claim - Findingcitation
Faulty assumption appeared to intertwine with unreliability of method.
“Elsewhere, faulty assumption appeared to intertwine with unreliability of method.”
Quote in the paperNot a substantial claim - Findingown data
The reasons related to methodology that judges use to exclude expert testimony are multifaceted.
“This research suggests that forensic accountants functioning as expert witnesses should be cognizant that the reasons related to methodology that judges use to exclude expert testimony are multifaceted.”
Quote in the paperSubstantial claim - Findingown data
The results of this investigation suggest that Daubert exclusions based on methodological inadequacies, as perceived by judges, in the expert testimony of forensic accountants corresponded to three primary themes: deficient evidence, deficient methods, and invalid reasoning.
“The results of this investigation suggest that Daubert exclusions based on methodological inadequacies, as perceived by judges, in the expert testimony of forensic accountants corresponded to three primary themes: (1) deficient evidence, (2) deficient methods, and (3) invalid reasoning.”
Quote in the paperSubstantial claim- Rests on an assumption: The set of judicial opinions analyzed is representative of Daubert exclusions of forensic accountants in U.S. courts.
- Rests on an assumption: Judicial statements in written opinions accurately reflect the reasons judges exclude expert testimony.
- Findingnone given
When judges cited methods and being absent, they often cited lack of evidence.
“When judges cited methods and being absent, for example, they often cited lack of evidence.”
Quote in the paperSubstantial claim - Findingreasoning
This research suggests that these concepts do not function in isolation.
“This research suggests that these concepts do not function in isolation.”
Quote in the paperSubstantial claim - Findingreasoning
Deficient reasoning, particularly false assumptions, was associated with deficient methods or deficient evidence.
“Additionally, deficient reasoning, particularly false assumptions, was associated with deficient methods or deficient evidence.”
Quote in the paperSubstantial claim - Findingreasoning
Evidence, method, and reasoning are intertwined.
“Evidence, method, and reasoning are intertwined.”
Quote in the paperNot a substantial claim - Findingown data
Methodology based on exclusions revolved around the three central concepts of evidence, methods, and reasoning.
“Methodology based on exclusions revolved around the three central concepts of evidence, methods, and reasoning.”
Quote in the paperSubstantial claim - Premisecitation
Judges will often partially exclude forensic accountant testimony when forensic accountants attempt to interpret the law, draw legal conclusions of liability and guilt, and interpret the psychological intentions of defendants.
“Judges will often partially exclude forensic accountant testimony when forensic accountants attempt to interpret the law, draw legal conclusions of liability and guilt, and interpret the psychological intentions of defendants (Crumbly & Cheng, 2014).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Crumbly & Cheng, 2014
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
Out of 224 Daubert challenges in 2019, approximately 37% (83) resulted in partial or full exclusion of financial expert witnesses' testimony.
“Indeed, out of 224 Daubert challenges in 2019, approximately 37% (83) resulted in partial or full exclusion of financial expert witnesses' testimony.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites PWC, 2020
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
From 2000 to 2019, judges excluded the testimony of financial experts at a rate of 33%.
“According to PCW, from 2000 to 2019, judges have excluded the testimony of financial experts at a rate of 33%.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites PWC, 2020
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
Judges are particularly sensitive to bias.
“According to DiGabriele (2020DiGabriele ( , 2011)), judges are particularly sensitive to bias, and forensic accountants often underestimate their level of objectivity.”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites DiGabriele, 2020 source
- cites DiGabriele, 2011
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationown data
Content analysis of the language of judges reveals a more complex and nuanced perceptual dynamic for reasons of exclusion.
“Content analysis of the language of judges reveals a more complex and nuanced perceptual dynamic for reasons of exclusion.”
Quote in the paperNot a substantial claim - Interpretationcitation
Judges determine whether a given method is a product of expert or lay analysis.
“Judges determine whether a given method is a product of expert or lay analysis.”
Quote in the paperSubstantial claim - Premisecitation
Researchers do not identify the reasons for forensic accountant expert testimony disallowance.
“Although Meuhlman et al. (2012) indicate the 46% is too high and Fradella et al. (2004) describe judges as hostile to FA expert testimony regarding damage calculation, researchers do not identify the reasons for FA expert testimony disallowance.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Meuhlman et al., 2012
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Fradella et al., 2004
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationreasoning
The current research suggests the lack of sufficient data and unacceptable methods are too generalized a description to be very useful.
“The current research suggests the lack of sufficient data and unacceptable methods are too generalized a description to be very useful.”
Quote in the paperSubstantial claim - Interpretationreasoning
Absence of method is associated with absence of evidence.
“Absence of method is thus associated with absence of evidence.”
Quote in the paperSubstantial claim - Interpretationreasoning
If a non-expert can conduct the analysis, then the judge may very well evaluate the method as unprofessional and requiring no special knowledge particular to forensic expertise.
“It does mean that if a non-expert can conduct the analysis, then the judge may very well evaluate the method as unprofessional and requiring no special knowledge particular to forensic expertise.”
Quote in the paperSubstantial claim - Premisecitation
From 2000 to 2019, of the 2,842 Daubert challenges brought against financial expert witnesses, 929 cases resulted in partial or complete exclusion.
“From 2000 to 2019, of the 2,842 Daubert challenges brought against financial expert witnesses, 929 cases resulted in partial or complete exclusion (PWC, 2020).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites PWC, 2020
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
Forensic accountants often underestimate their level of objectivity.
“According to DiGabriele (2020DiGabriele ( , 2011)), judges are particularly sensitive to bias, and forensic accountants often underestimate their level of objectivity.”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites DiGabriele, 2020 source
- cites DiGabriele, 2011
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
Defendants, including individuals and businesses, may suffer when the forensic accountant lacks the necessary competencies to convince judges to hear FA testimony.
“Defendants, including individuals and businesses that require that forensic expert witness testimony be effective may suffer when the FA lacks the necessary competencies to convince judges to hear FA testimony (DiGabriele, 2008a;Folami et al., 2013).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites DiGabriele, 2008a source
- cites Folami et al., 2013
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Study design and conductown data
Thirty-four cases involving Daubert exclusions where judges based their exclusions on methodological flaws in the testimony of forensic accountants were analyzed using qualitative content analysis.
“Thirty-four cases involving Daubert exclusions where the judges based their exclusions on methodological flaws in the testimony of forensic accountants were analyzed using qualitative content analysis.”
Quote in the paperSubstantial claim - Premisecitation
The exclusion rate for forensic accountants was 46% from 1982 to 2010.
“Meuhlman, Burnaby, and Howe (2012) determined the exclusion rate for forensic accountants was 46% from 1982 to 2010.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Meuhlman, Burnaby, and Howe, 2012
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
Judges have allowed individuals who were not forensic accountants or certified public accountants to testify as financial expert witnesses.
“Additionally, judges have even allowed those who were not forensic accountants or certified public accountants to testify as financial expert witnesses despite the fact that Daubert specifically tasks judges with making sure expert witnesses are qualified (Jurs & DeVito, 2013).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Jurs & DeVito, 2013
- Premisecitation
Judges and juries base their decisions partly on the information presented by forensic accountant expert witnesses.
“In addition, judges and juries base their decisions partly on the information presented by FA expert witnesses (Crumbley & Cheng, 2014;Crumbley, Heitger, & Smith, 2005).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Crumbley & Cheng, 2014 source
- cites Crumbley, Heitger, & Smith, 2005
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
If forensic accountant expert witness testimony is disallowed, then judges and juries may receive incomplete or poor information from which to make inferences.
“If FA expert witness testimony is disallowed, then judges and juries may receive incomplete or poor information from which to make inferences (Crumbley et al., 2013).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Crumbley et al., 2013
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationreasoning
The first methodological criteria of Daubert, whether the testimony is grounded in fact, corresponds to theme 1, deficient evidence.
“The first methodological criteria of Daubert, namely, whether the testimony is grounded in fact corresponds to theme 1, namely, deficient evidence.”
Quote in the paperSubstantial claim - Premisecitation
Daubert does not specifically exclude testimony that is characterized by circular reasoning or is based on faulty assumptions.
“That is, for example, Daubert does not specifically excluded testimony that is characterized by circular reasoning or is based on faulty assumptions.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Federal Rules of Evidence, 2007
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationreasoning
The final criteria, whether the expert has analyzed the facts using the methods correctly, appears also to correspond to theme 2.
“The final criteria, whether the expert has analyzed the facts using the methods correctly appears also to correspond to theme 2.”
Quote in the paperSubstantial claim - Interpretationown data
Methodological related exclusions mapped fairly accurately onto the Daubert standard.
“Unsurprisingly, methodological related exclusions mapped fairly accurately onto the Daubert standard.”
Quote in the paperSubstantial claim - Interpretationreasoning
Deficient evidence and deficient methods are not necessarily categorically distinct.
“That is, they are not necessarily categorically distinct.”
Quote in the paperSubstantial claim - Interpretationreasoning
This was particularly true for the concepts of evidence and methods when comparing the language of Daubert with the language expressed by federal judges.
“This was particularly true for the concepts of evidence and methods when comparing the language of Daubert with the language expressed by federal judges.”
Quote in the paperSubstantial claim - Interpretationreasoning
Deficiencies in FA reasoning, which were perceived as being grounds for exclusion, are not specifically covered in the language of Daubert.
“However, deficiencies in FA reasoning, which were perceived as being grounds for exclusion, are not specifically covered in the language of Daubert.”
Quote in the paperSubstantial claim - Interpretationreasoning
Daubert criteria can be directly mapped onto the first two of these three themes.
“Daubert criteria can be directly mapped onto the first two of these three themes.”
Quote in the paperNot a substantial claim - Interpretationreasoning
Only one sub-code that informed theme 3, namely, conclusion unsupported by facts, appears to be related to the third criterion of Daubert.
“However, only one sub-code that informed theme 3, namely, conclusion unsupported by facts, appears to be related to the third criterion of Daubert.”
Quote in the paperNot a substantial claim
- May combine two claims. 16
- Classified as probably not a substantial claim. 26
May combine two claims.
FindingreasoningDeficiencies in evidence and method were isomorphic with the Daubert standard, whereas deficiencies in reasoning were unique to this analysis.
“Deficiencies in evidence and method were isomorphic with the Daubert standard, whereas deficiencies in reasoning were unique to this analysis.”
Quote in the paperSubstantial claim- Rests on an assumption: In federal courts, judges primarily use the Daubert standard to exclude expert testimony.
Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
FindingreasoningOften these categories are related.
“Furthermore, often these categories are related.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataIn many instances, a given sub-code was linked to not only the primary code that the sub-code helped define, but it was also linked to other sub-codes.
“In many instances, a given sub-code was linked to no only the primary code that the sub-code helped define, but it was also linked to other sub-codes.”
Quote in the paperNot a substantial claimMay combine two claims.
FindingcitationThe current research corroborates that insufficient data and unacceptable methods are primary reasons for exclusion.
“The current research corroborates that insufficient data and unacceptable methods are primary reasons for exclusion.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites PWC (2020)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
Findingown dataDeficient methods was primarily characterized by absence, lack of reliability, and being non-specialized.
“Deficient methods was primarily characterized by absence, lack of reliability, and being non-specialized.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim. May combine two claims.
Findingown dataDeficient evidence comprised insufficient data, irrelevant data, absence of facts, and inaccuracy.
“Three tertiary codes, namely insufficient data, irrelevant data, absence of facts, and inaccuracy comprised deficient evidence.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataDeficient reasoning was indicated by unsupported conclusions, circular reasoning, and faulty assumptions.
“Deficient reasoning was indicated by unsupported conclusions, circular reasoning, and faulty assumptions.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingreasoningThese three primary codes corresponded to the three primary themes.
“These three primary codes corresponded to the three primary themes.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingown dataAxial coding revealed interrelationships between different codes and between different codes and themes.
“Axial coding revealed the interrelationships between different codes and between different codes and themes (figure 1).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingnone givenEach of the primary categories was comprised of frequent sub-themes or -categories.
“Each of the primary categories was comprised of frequent sub-themes or -categories.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataWithin those cases, 223 segments of the text were coded as relating to methodological flaws.
“Within those cases, 223 segments of the text were coded as relating to methodological flaws.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
Findingown dataFor each of those concepts, there were tendencies that the content analysis revealed, pinpointing the specific makeup of those concepts.
“For each of those concepts, there were tendencies that the content analysis revealed, pinpointing the specific makeup of those concepts.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataFor this study, three cases fell under the category of unrealistic scenarios.
“For this study, three cases fell under the category of unrealistic scenarios.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Findingown dataThe language provided by judges revealed more specific dimensions of methodological exclusion.
“Additionally, the language provided by judges revealed more specific dimensions of methodological exclusion.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingnone givenFaulty assumptions pertained to a more general category of deficiencies of reasoning.
“In addition, faulty assumptions pertained to a more general category of deficiencies of reasoning.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
PremisecitationIf an expert fails to meet any one of the Daubert criteria, the judge may exclude some or all of the expert's testimony.
“If the expert fails to meet any one of these criteria, the judge may exclude some or all of the expert's testimony.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Federal Rules of Evidence, 2007
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
PremisecitationOver the 20-year period, 67% of Daubert challenges were brought against plaintiff side financial experts, whereas 33% were brought against defendant-side financial experts.
“Over the 20-year period, 67% of Daubert challenges are brought against plaintiff side financial experts, whereas 33% of challenges are brought against defendant-side finical experts.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites PWC, 2020
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationThe type of financial expert seeing the highest number of challenges over the 20-year period was economists (43%), followed by accountants (28%), a category which included forensic accountants.
“The type of finical expert seeing the highest number of challenges over the 20year period was economists (43%), followed by accountants (28%), a category with included forensic accountants.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites PWC, 2020
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
PremisecitationAlthough accountants saw fewer challenges than economists, in 2019, accountants experienced higher exclusion rates (43% versus 31%).
“Although accountants saw fewer challenges than economists, in 2019, accountants experienced higher exclusion rates (43% versus 31%).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites PWC, 2020
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationJudges typically favor allowing competing methods to play out in court, and will often give forensic accountants the benefit of the doubt.
“According to Summerford (2002), judges typically favor allowing competing methods to play out in court, and will often give FA's the benefit of the doubt.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Summerford, 2002
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationJudges have been particularly open to excluding testimony since the advent of the Daubert Standard because Daubert includes explicit criteria for exclusion.
“Crumbly and Cheng (2014) argue that the judges have been particular open to excluding testimony since the advent of the Daubert Standard as Daubert includes explicit criteria for exclusion.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Crumbly & Cheng, 2014
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Rests on an assumption: In federal courts, judges primarily use the Daubert standard to exclude expert testimony.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationJudges are often hostile toward allowing forensic accountant expert testimony when such testimony involves calculation of damages.
“Fradella, O'Neill, and Fogarty (2004) discovered that judges are often hostile toward allowing FA expert testimony when such testimony involves calculation of damages.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Fradella, O'Neill, and Fogarty, 2004
May combine two claims.
PremisecitationOver the 20-year period, the primary reason for exclusion was lack of reliability (529), followed by lack of relevancy (321), and the third reason was lack of qualification (79).
“Over the 20-year period, the primary reason for exclusion was lack of reliability (529) followed by lack of relevancy (321).The third reason was lack of qualification (79).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites PWC, 2020
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductcitationSample size was determined by saturation.
“Sample size was determined by saturation.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationThe most commonly cited reasons pertaining to relevancy were experts presenting testimony beyond the scope of their expertise or testimony that failed to assist the trier of fact.
“The most commonly cited reasons pertaining to relevancy were experts presenting testimony beyond the scope of their expertise or testimony that failed to assist the trier of fact.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites PWC, 2020
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationJudges' perceptions of the competencies of forensic accountants functioning as expert witnesses play a fundamental role in determining the outcome of a case.
“According to Digabriele (2008bDigabriele ( , 2011)), judges' perceptions of the competencies of forensic accountants functioning as expert witnesses play a fundamental role in determining the outcome of a case.”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Digabriele, 2008b
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Digabriele, 2011
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
PremisecitationThe most commonly cited reasons for lack of reliability were insufficient data and faulty methods.
“The most commonly cited reasons for lack of reliability were insufficient data and faulty methods.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites PWC, 2020
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationPWC's 20-year study indicated a total of 2,842 Daubert challenges to financial expert witnesses for 2000-2019.
“Their analysis indicated a total of 2,842 Daubert challenges to financial expert witnesses for that period.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites PWC, 2020
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductcitationSaturation was obtained when the coding frame remained constant and analytic memos provided no additional insight.
“Additionally, in alignment with criteria provided by Marshall, Cardon, Poddar, and Fontenot (2013), saturation was obtained when the coding frame remained constant and analytic memos provided no additional insight.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Marshall, Cardon, Poddar, and Fontenot, 2013 source
Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based). May combine two claims.
Interpretationnone givenAlthough the findings apply to U.S.-based forensic accountants operating in U.S. courts, these same findings may apply to international court settings where judges must decide on the admissibility of forensic accountants functioning as expert witnesses.
“Although the finding and s apply to U.S.-based forensic accountants operating in U.S. courts, these same findings may apply to international court settings where judges must decide on the admissibility of forensic accountants functioning as expert witnesses.”
Quote in the paperNot a substantial claim- Rests on an assumption: International court settings have admissibility standards and judicial reasoning comparable to U.S. Daubert.
Classified as probably not a substantial claim.
InterpretationreasoningThe Daubert standard is a general guideline.
“This suggests the Daubert standard is general guideline and that FAs should pay particular attention to specific rationale that informs the concepts of evidence, methods, and reasoning.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
InterpretationreasoningThe second criteria, whether the testimony is based on sound scientific methods, corresponds to theme 2, deficient methods.
“The second criteria, whether the testimony is based on sound scientific methods corresponds to theme 2, which is deficient methods.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Interpretationnone givenDeficient reasoning, theme 3, may or may not correspond to the second criteria.
“Deficient reasoning, theme 3, may or may not correspond to the second criteria.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationDaubert mentions specialized knowledge in a conditional sentence, but does not explicate what specialized knowledge is; it only specifies that methods used should be reliable and applied reliably to the facts of the case.
“Daubert mentions”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Federal Rules of Evidence, 2007
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
InterpretationreasoningThe other two sub-codes, circularity and faulty assumptions, really belong to their own category.
“The other two sub-codes, circularity and faulty assumptions, really belong to their own category.”
Quote in the paperNot a substantial claim
The paper relies on this without support.
In federal courts, judges primarily use the Daubert standard to exclude expert testimony.
“In federal courts, judges primarily use the Daubert standard to exclude expert testimony.”
The paper relies on this without support.
Reliability and relevancy are related to methodology.
“Reliability and relevancy are related to methodology.”
The paper relies on this without support.
Daubert does not task a judge with how to make determinations about whether methods are based on fact, sound, or relevant.
“Daubert may specifically task a judge with determining whether the methods employed are based on fact, whether they are sound, and/or whether they are relevant, but Daubert does not task a judge with how to make those determinations.”
The paper relies on this without support.
The set of judicial opinions analyzed is representative of Daubert exclusions of forensic accountants in U.S. courts.
“The results of this investigation suggest that Daubert exclusions based on methodological inadequacies, as perceived by judges, in the expert testimony of forensic accountants corresponded to three primary themes: (1) deficient evidence, (2) deficient methods, and (3) invalid reasoning.”
The paper relies on this without support.
Judicial statements in written opinions accurately reflect the reasons judges exclude expert testimony.
“Analysis of the methodologically related reasons that judges excluded the testimony of FAs revealed the following three primary categories of exclusion: (a) deficient evidence, (b) deficient methods, and (c) deficient reasoning.”
The paper relies on this without support.
International court settings have admissibility standards and judicial reasoning comparable to U.S. Daubert.
“Although the finding and s apply to U.S.-based forensic accountants operating in U.S. courts, these same findings may apply to international court settings where judges must decide on the admissibility of forensic accountants functioning as expert witnesses.”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
A state appellate case appears in the purportedly federal sample
MajorThe abstract describes the 34 analyzed cases as federal, but the results discuss a case identified as coming from the Court of Appeal of California, a state court.
“A case study research design using a qualitative content analysis of 34 federal cases involving methodological violations of the Daubert standard was selected.”
“(Court of Appeal of California, 2003)”
Evidence category is said to have three sub-codes but lists four
MinorThe sentence calls the evidence categories three tertiary codes while naming insufficient data, irrelevant data, absence of facts, and inaccuracy. The discussion likewise describes four categories.
“Three tertiary codes, namely insufficient data, irrelevant data, absence of facts, and inaccuracy comprised deficient evidence.”
“Deficient evidence was most often marked by being insufficient, absent, irrelevant, or inaccurate.”
Cites
Qualitative Data Analysis: An Expanded Sourcebook
(1994) · Journal of Environmental Psychology · doi:10.1016/s0272-4944(05)80231-2 · Cited by 48,420 · see citing works
Case study research: design and methods
Phelan, S. (2011) · Evaluation & Research in Education · doi:10.1080/09500790.2011.582317 · Cited by 21,885 · see citing works
The Art of Case Study Research
Johnson, K. E., & Stake, R. E. (1996) · Modern Language Journal · doi:10.2307/329758 · Cited by 15,830 · cited 1× · see citing works
“Stake (1995) argued that the case should be described in terms of time and activity.”
BackgroundHartley, J. (2004) · Essential Guide to Qualitative Methods in Organizational Research · doi:10.4135/9781446280119.n26 · Cited by 15,461 · see citing works
Qualitative Content Analysis in Practice
Schreier, M. (2012) · doi:10.4135/9781529682571 · Cited by 5,801 · see citing works
Purposive sampling: complex or simple? Research case examples
Campbell, S., Greenwood, M., Prior, S., Shearer, T., Walkem, K., Young, S., Bywaters, D., & Walker, K. (2020) · Journal of Research in Nursing · doi:10.1177/1744987120927206 · Cited by 3,772 · see citing works
Does Sample Size Matter in Qualitative Research?: A Review of Qualitative Interviews in is Research
Marshall, B., Cardon, P., Poddar, A., & Fontenot, R. (2013) · Journal of Computer Information Systems · doi:10.1080/08874417.2013.11645667 · Cited by 1,636 · cited 1× · see citing works
“Additionally, in alignment with criteria provided by Marshall, Cardon, Poddar, and Fontenot (2013), saturation was obtained when the coding frame remained constant and analytic memos provided no additional insight.”
MethodGrounded Theory for Qualitative Research: A Practical Guide
Urquhart, C. (2013) · doi:10.4135/9781526402196 · Cited by 1,041 · cited 1× · see citing works
“Saturation, as defined by Urquhart (2013), occurs when no new codes arise from coding, and reiteration and redundancy characterize the coding process.”
BackgroundTwo Strategies for Qualitative Content Analysis: An Intramethod Approach to Triangulation
Renz, S. M., Carrington, J. M., & Badger, T. A. (2018) · Qualitative Health Research · doi:10.1177/1049732317753586 · Cited by 421 · cited 1× · see citing works
“The coding allowed for both linguistic units corresponding to secondary and tertiary codes and more sophisticated thematic codes, which emerged as the primary codes (Renz, Carrington, & Badger, 2018; Schreier, 2012).”
BackgroundForensic Accounting and Fraud Examination
Albrecht, W. S. (2009) · Cited by 197 · see citing works
An Empirical Investigation of the Relevant Skills of Forensic Accountants
Digabriele, J. A. (2008) · Journal of Education for Business · doi:10.3200/joeb.83.6.331-338 · Cited by 130 · see citing works
Forensic and investigative accounting
Morris, B. W. (2010) · The International Journal of Accounting · doi:10.1016/j.intacc.2010.09.007 · Cited by 93 · cited 1× · see citing works
“In addition, judges and juries base their decisions partly on the information presented by FA expert witnesses (Crumbley & Cheng, 2014; Crumbley, Heitger, & Smith, 2005).”
BackgroundForensic and Investigative Accounting
Crumbley, D. L., Heitger, L. E., & Smith, G. S. (2003) · Cited by 76 · see citing works
Forensic Accounting And Fraud Examination
Kranacher, M. J., Riley, R. A. (., & Wells, J. T. (2011) · Andalas University Repository (Andalas University) · Cited by 74 · see citing works
(2004) · Pepperdine Digital Commons (Pepperdine University) · Cited by 22 · see citing works
The Use of Forensic Accounting Experts in Tax Cases as Identified in Court OpinionsPreprint
Muehlmann, B. W., Burnaby, P. A., & Howe, M. A. (2012) · SSRN Electronic Journal · Cited by 20 · see citing works
A synthesis of non-fraud forensic accounting research
DiGabriele, J. A., Heitger, L. E., & Riley, R. (. (2020) · Journal of Forensic Accounting Research · doi:10.2308/jfar-19-034 · Cited by 18 · cited 1× · see citing works
“According to DiGabriele (2020, 2011), judges are particularly sensitive to bias, and forensic accountants often underestimate their level of objectivity.”
BackgroundGrounded Theory for Qualitative Research : A Practical Guide
สังข์รักษา, น. (2014) · วารสารศิลปากรศึกษาศาสตร์วิจัย (Silpakorn Educational Research Journal) · Cited by 16 · see citing works
Avoid Losing a <i>Daubert</i> Challenge: Some Best Practices for Expert Witnesses
Crumbley, D. L., & Cheng, C. C. (2014) · The ATA Journal of Legal Tax Research · doi:10.2308/jltr-50765 · Cited by 6 · see citing works
Refryed Forensics: Screening Expert Testimony in Criminal Cases Through Frye Plus Reliability
Epps, J. A., & Todorow, K. (2018) · Seton Hall University eRepository (Seton Hall University) · Cited by 3 · see citing works
(2013) · SSRN Electronic Journal · Cited by 3 · see citing works
Dubious Assumptions, Economic Models, and Expert TestimonyPreprint
Todd, J., & Jewell, R. T. (2018) · SSRN Electronic Journal · Cited by 1 · see citing works
Flagged first, then by citations
4 of the 26 references couldn’t be matched to a known paper.
Research works printed but not linked: 4
- [7]7. DiGabriele, J.A. (2008b). The adversarial bias of accounting experts in financial litigation: An empirical analysis of compromised objectivity in accounting expert testimony. Journal of Accounting, Ethics & Public Policy, 8(1), 1-22. Retrieved from http://www.jaepp.org/home
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- [11]11. Folami, L. B., Mason, M. E., & Perreault, S. (2013). Evaluating the competence of a financial expert witness: Seven factors for consideration. CPA Journal, 83, 55-57. Retrieved from, http://search.proquest.com/openview/23614b90673d06d830c6f7d53e8e3a8 1/1?pq-origsite=gscholar
- [15]15. Manning, G.A. (2011). Financial investigations and forensic accounting. Boca Raton, FL: CRC Press.
Cited by
Sorted by citations
Sayed, A. Y. E., Abotaleb, H. A., Mohamed, H. K. A., & Elmonayeri, O. D. (2026) · Journal of Legal Affairs and Dispute Resolution in Engineering and Construction · doi:10.1061/jladah.ladr-1613
HOW FORENSIC ACCOUNTANTS ADD VALUE WHILE INVESTIGATE CLAIMS & FRAUDPreprint
AlGhunaimi, H. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4870537
- Authors
- Abukhalaf, R., Aldridge, M. M., & Smith, J. A.
- Affiliations
- Northwestern State University (US)
- Corresponding author
- Abukhalaf, Ronnie
- ORCID
- Abukhalaf, Ronnie
- Venue
- Journal of Accounting, Finance and Auditing Studies
- Publisher
- Acadlore Publishing Services Limited
- Published
- 2021-06-30
- Volume
- 7
- Issue
- 1
- Pages
- 109-132
- ISSN
- 2149-0996 (ISSN-L)
- 3005-9844
- OpenAlex
- W3152190206
- Cited by
- 2
- References
- 26
- Citations by year
- 2026: 1 · 2024: 1
- FWCI
- 1.63
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Journal of Accounting Finance and Auditing Studies (publishedVersion)
- OAR@UM (University of Malta) (submittedVersion, other-oa)
- Topics
- Social Sciences › Law › Legal processes and jurisprudence
- Social Sciences › Business, Management and Accounting › Accounting › Auditing, Earnings Management, Governance
- Social Sciences › Business, Management and Accounting › Accounting › Accounting and Financial Management
- Keywords
- forensic accountants, expert testimony, Daubert standard, judicial reasoning, methodological limitations, Federal Rules of Evidence, federal court cases
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Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-11.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-11.
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