Fact Check: People are sometimes convicted for fraud solely based on benford's law

Fact Check: People are sometimes convicted for fraud solely based on benford's law

Published August 8, 2025
±
VERDICT
Partially True

# Fact-Check Article: "People are sometimes convicted for fraud solely based on Benford's Law" ## What We Know Benford's Law, a statistical principle...

Fact-Check Article: "People are sometimes convicted for fraud solely based on Benford's Law"

What We Know

Benford's Law, a statistical principle, describes the expected distribution of leading digits in many naturally occurring datasets. It states that in such datasets, the digit '1' appears as the leading digit about 30% of the time, while larger digits appear less frequently, with '9' appearing as the leading digit only about 4.6% of the time (Benford's Law: Applications for Forensic Accounting). This phenomenon has been utilized in various fields, including forensic accounting and fraud detection, where it helps identify anomalies in financial data (Uncovering Fraud: Benford's Law As A Powerful Tool).

Mark Nigrini, a prominent researcher in this area, has applied Benford's Law to detect fraud in numerous contexts, including tax evasion and corporate financial statements (Benford's Law | Wiley Online Books). His work suggests that while Benford's Law can indicate potential fraud, it is typically used as a tool among many in forensic investigations, rather than as the sole basis for convictions (Benford's Law: Applications for Forensic Accounting).

Analysis

The claim that individuals are sometimes convicted for fraud solely based on Benford's Law is partially true. While Benford's Law is a valuable tool for detecting irregularities in financial data, it is generally not used in isolation to secure convictions. Legal proceedings typically require a broader array of evidence beyond statistical anomalies.

For instance, Nigrini's research highlights that while Benford's Law can reveal suspicious patterns, it does not directly prove fraud; it merely flags data for further investigation (Benford's Law: Applications for Forensic Accounting). Courts usually require corroborating evidence to support allegations of fraud, which may include additional financial documentation, witness testimonies, and expert analyses.

Moreover, the application of Benford's Law can be subject to misinterpretation. Certain datasets, especially those that do not conform to the assumptions of the law (like datasets with artificially generated numbers), may yield misleading results (Unraveling the Mystery of Benford’s Law). This potential for misapplication underscores the importance of using Benford's Law as part of a comprehensive forensic approach rather than a standalone determinant.

Conclusion

The verdict is Partially True. While Benford's Law is indeed a useful tool in fraud detection and can lead to further investigations that may result in convictions, it is not typically the sole basis for such legal outcomes. Convictions generally require a more extensive body of evidence to substantiate claims of fraud.

Sources

  1. Benford's Law | Wiley Online Books
  2. TECHNOLOGY YOU CAN USE AGAINST THOSE WHO ...
  3. Uncovering Fraud: Benford's Law As A Powerful Tool | LawShun
  4. Benford's Law: Applications for Forensic Accounting ...
  5. Benford's Law: Applications for Forensic Accounting ...
  6. Unraveling the Mystery of Benford’s Law: Applications in ...
  7. Applications for Forensic Accounting, Auditing, and Fraud ...
  8. Benford's Law: Applications for Forensic Accounting, ...

Have a claim you want to verify? It's 100% Free!

Our AI-powered fact-checker analyzes claims against thousands of reliable sources and provides evidence-based verdicts in seconds. Completely free with no registration required.

💡 Try:
"Coffee helps you live longer"
100% Free
No Registration
Instant Results

Comments

Leave a comment

Loading comments...

More Fact Checks to Explore

Discover similar claims and stay informed with these related fact-checks

Fact Check:  HERE IS THE EPSTEIN LIST
Based on sworn victim testimony, depositions, and survivor interviews. These are the people survivors say raped, trafficked, or abused them — or were present during the abuse.

Jeffrey Epstein
Ghislaine Maxwell
Prince Andrew
Alan Dershowitz
Jean-Luc Brunel
Glenn Dubin
Bill Richardson
Marvin Minsky
Leslie Wexner
Stephen Kaufmann
George Mitchell
Tom Pritzker
Jes Staley
Ehud Barak
Leon Black
Bill Clinton
Donald Trump

Every name here comes from a survivor’s account.
Partially True
🎯 Similar

Fact Check: HERE IS THE EPSTEIN LIST Based on sworn victim testimony, depositions, and survivor interviews. These are the people survivors say raped, trafficked, or abused them — or were present during the abuse. Jeffrey Epstein Ghislaine Maxwell Prince Andrew Alan Dershowitz Jean-Luc Brunel Glenn Dubin Bill Richardson Marvin Minsky Leslie Wexner Stephen Kaufmann George Mitchell Tom Pritzker Jes Staley Ehud Barak Leon Black Bill Clinton Donald Trump Every name here comes from a survivor’s account.

Detailed fact-check analysis of: HERE IS THE EPSTEIN LIST Based on sworn victim testimony, depositions, and survivor interviews. These are the people survivors say raped, trafficked, or abused them — or were present during the abuse. Jeffrey Epstein Ghislaine Maxwell Prince Andrew Alan Dershowitz Jean-Luc Brunel Glenn Dubin Bill Richardson Marvin Minsky Leslie Wexner Stephen Kaufmann George Mitchell Tom Pritzker Jes Staley Ehud Barak Leon Black Bill Clinton Donald Trump Every name here comes from a survivor’s account.

Aug 2, 2025
Read more →
Fact Check:  HERE IS THE EPSTEIN LIST
Based on sworn victim testimony, depositions, and survivor interviews. These are the people survivors say raped, trafficked, or abused them — or were present during the abuse.

Jeffrey Epstein
Ghislaine Maxwell
Prince Andrew
Alan Dershowitz
Jean-Luc Brunel
Glenn Dubin
Bill Richardson
Marvin Minsky
Leslie Wexner
Stephen Kaufmann
George Mitchell
Tom Pritzker
Jes Staley
Ehud Barak
Leon Black
Bill Clinton
Donald Trump

Every name here comes from a survivor’s account.
Partially True
🎯 Similar

Fact Check: HERE IS THE EPSTEIN LIST Based on sworn victim testimony, depositions, and survivor interviews. These are the people survivors say raped, trafficked, or abused them — or were present during the abuse. Jeffrey Epstein Ghislaine Maxwell Prince Andrew Alan Dershowitz Jean-Luc Brunel Glenn Dubin Bill Richardson Marvin Minsky Leslie Wexner Stephen Kaufmann George Mitchell Tom Pritzker Jes Staley Ehud Barak Leon Black Bill Clinton Donald Trump Every name here comes from a survivor’s account.

Detailed fact-check analysis of: HERE IS THE EPSTEIN LIST Based on sworn victim testimony, depositions, and survivor interviews. These are the people survivors say raped, trafficked, or abused them — or were present during the abuse. Jeffrey Epstein Ghislaine Maxwell Prince Andrew Alan Dershowitz Jean-Luc Brunel Glenn Dubin Bill Richardson Marvin Minsky Leslie Wexner Stephen Kaufmann George Mitchell Tom Pritzker Jes Staley Ehud Barak Leon Black Bill Clinton Donald Trump Every name here comes from a survivor’s account.

Aug 2, 2025
Read more →
Fact Check: All detected text: trump posted 
PSAs, total BREAKING We have just IMPORTANT WIN in our Historic Lawsuit against Minutes, and Paramount. like C and George Slopadopoulos, Corporate Owners knew that they defrauded the American People, and desperate settle. Minutes have today paid and we also anticipate receiving Million Dollars more from the new Owners, similar Programming, over Million Dollars. This another long VICTORIES Fake News Media, who holding account for their widespread fraud and deceit. Wall Street Journal, The Failing New York Times, The Washington Post, MSDNC, CNN, other Mainstream Media Liars, NOTICE that the days them being allowed the American People are GREAT AGAIN!
Partially True
🎯 Similar

Fact Check: All detected text: trump posted PSAs, total BREAKING We have just IMPORTANT WIN in our Historic Lawsuit against Minutes, and Paramount. like C and George Slopadopoulos, Corporate Owners knew that they defrauded the American People, and desperate settle. Minutes have today paid and we also anticipate receiving Million Dollars more from the new Owners, similar Programming, over Million Dollars. This another long VICTORIES Fake News Media, who holding account for their widespread fraud and deceit. Wall Street Journal, The Failing New York Times, The Washington Post, MSDNC, CNN, other Mainstream Media Liars, NOTICE that the days them being allowed the American People are GREAT AGAIN!

Detailed fact-check analysis of: All detected text: trump posted PSAs, total BREAKING We have just IMPORTANT WIN in our Historic Lawsuit against Minutes, and Paramount. like C and George Slopadopoulos, Corporate Owners knew that they defrauded the American People, and desperate settle. Minutes have today paid and we also anticipate receiving Million Dollars more from the new Owners, similar Programming, over Million Dollars. This another long VICTORIES Fake News Media, who holding account for their widespread fraud and deceit. Wall Street Journal, The Failing New York Times, The Washington Post, MSDNC, CNN, other Mainstream Media Liars, NOTICE that the days them being allowed the American People are GREAT AGAIN!

Jul 31, 2025
Read more →
🔍
Partially True

Fact Check: Transcript 00:00 For all of their strutting about protesting that they support democracy. Not a one of them gave a damn about democracy when they pulled Biden off the ballot and dropped Kamala Harris in without a single Democrat primary voter voting for him. And you know what? Not a single Democrat is here today because not a single one of them gives a damn about the fact that they lied to the American people for four years. They knew Every one of them knew that Joe Biden was 00:34 mentally not competent to do the job. The White House Press Secretary. She knew when she stood in front of the American people and lied over and over and over again and they're not here because they can't defend themselves. It wasn't a surprise for four years the White House hid President Biden from Republican Senators. Would not let him meet with us. He served 40 years in this body. We all know him. And they deliberately lied and by the way Jake Tapper had a bombshell 01:08 book exposing the incredible scandal that Biden's mental decline was covered up by Jake Tapper. There's a Yiddish word and that truly is how dare we lie and cover up what we all knew. Now I have been asked literally a thousand times by Texans. Was running the country? And I'm going to give 01:40 you the most terrifying answer. I don't know. I genuinely don't know. And not a single Democrat here cares. The most telling proof of Biden's decline came with the signature of the president. The symbol of executive authority that was outsourced to a machine. Mister Wald you're a lawyer who served in the White House Council's Office. You understand the gravity of presidential action. Does the president's signature 02:10 carry legal and constitutional weight under article two? Yes. Is the act of signing an executive order or signing a law or granting a pardon a delegable duty of the president. Uh so in that opinion in 2005 from OLC they said essentially that an autopin could be used by a subordinate but the president's determination as to sign the document can never be delegated. Can that authority 02:41 be transferred to a staff or a machine without the president's explicit authorization? Never. And if you look at the statistics, the statistics are stunning. In 2021, President Biden issued 78 executive orders. None were signed with an auto pen. That first year the presidency, Biden I suppose was relatively lucid and 78 executive orders he signed by hand. The second year, however, we see the auto pen emerged. 03:15 The first auto pen executive order was issued on 15th 2022. After that day 100% of the executive orders issued in 2022 were signed by an autopen. In 2023 Biden issued twenty-four executive orders. 16 were auto penned. In 20twenty-four Biden issued 19. 14 were auto penned. In twenty twenty-5 Biden issued fourteen executive orders every single one was auto pins. 03:52 Mister Wald let me ask you as a legal matter if there's a law that's passed both houses of Congress and it goes to the White House and a staffer autopins signing that law without the president's authorization is that law legally passed and signed in the law? No. If an executive order is issued and a staffer autopins it without the president's authorization, is that executive order legally binding? No. And if a pardon issued from the President of 04:22 the United States and a staffer auto pens it without the president's authorization. Is that pardon legally binding? No. Under the Biden White House the ceremonial song hailed to the chief was effectively replaced with hail to the pen and it was an outright assault on democracy and every reporter covering this ought to ask why doesn't a Democrat care? We heard about the moral responsibilities of a staffer. 04:54 How about an elected senator who knows damn well that if we get into a war and Iran is preparing to fire a nuclear weapon at the United States that the commander in chief is busy playing with his jello and he's not competent to defend ourselves and every member of the cabinet, the chief of staff, the press secretary, and the members of Congress who lied about this on a daily basis with the press's complicity. They are all responsible for subverting democracy. Angry Ted Cruz is perhaps my favorite version of 05:27 Ted Cruz because when he's getting history on it, you might want to take a listen. He is definitely angry that there's some acting going on here in the line of hail to the chief change from hail to the pen that's not a smart line but it's still the truth. The truth is in this video right here ladies and gentlemen. The change in the way Joe Biden used the autopin is a steady upward moving graph from twenty twenty-one to the end of his presidency in early twenty 05:58 twenty-five. Okay? That is a noticeable issue. And if he does not directly authorize the autopin we've got We've got grounds to go through every single law Joe Biden has signed that way and perhaps ignore them all together. There's way more evidence behind the autopin theory and hopefully it ends up sticking. I I hope it does because I think this is in a way worse than the Bill Clinton perjury case. Cuz Bill 06:28 Clinton basically lied before Congress lied directly to the American people lied under oath. This is worse in a way. Because lying under oath means that you know where the truth is and you're just hoping to get away with it and there's a direct law. This however Signing with the auto pin is more opaque. It is an ultimate he said she said and you're dont rate the opinion oo just fact if there is

Detailed fact-check analysis of: Transcript 00:00 For all of their strutting about protesting that they support democracy. Not a one of them gave a damn about democracy when they pulled Biden off the ballot and dropped Kamala Harris in without a single Democrat primary voter voting for him. And you know what? Not a single Democrat is here today because not a single one of them gives a damn about the fact that they lied to the American people for four years. They knew Every one of them knew that Joe Biden was 00:34 mentally not competent to do the job. The White House Press Secretary. She knew when she stood in front of the American people and lied over and over and over again and they're not here because they can't defend themselves. It wasn't a surprise for four years the White House hid President Biden from Republican Senators. Would not let him meet with us. He served 40 years in this body. We all know him. And they deliberately lied and by the way Jake Tapper had a bombshell 01:08 book exposing the incredible scandal that Biden's mental decline was covered up by Jake Tapper. There's a Yiddish word and that truly is how dare we lie and cover up what we all knew. Now I have been asked literally a thousand times by Texans. Was running the country? And I'm going to give 01:40 you the most terrifying answer. I don't know. I genuinely don't know. And not a single Democrat here cares. The most telling proof of Biden's decline came with the signature of the president. The symbol of executive authority that was outsourced to a machine. Mister Wald you're a lawyer who served in the White House Council's Office. You understand the gravity of presidential action. Does the president's signature 02:10 carry legal and constitutional weight under article two? Yes. Is the act of signing an executive order or signing a law or granting a pardon a delegable duty of the president. Uh so in that opinion in 2005 from OLC they said essentially that an autopin could be used by a subordinate but the president's determination as to sign the document can never be delegated. Can that authority 02:41 be transferred to a staff or a machine without the president's explicit authorization? Never. And if you look at the statistics, the statistics are stunning. In 2021, President Biden issued 78 executive orders. None were signed with an auto pen. That first year the presidency, Biden I suppose was relatively lucid and 78 executive orders he signed by hand. The second year, however, we see the auto pen emerged. 03:15 The first auto pen executive order was issued on 15th 2022. After that day 100% of the executive orders issued in 2022 were signed by an autopen. In 2023 Biden issued twenty-four executive orders. 16 were auto penned. In 20twenty-four Biden issued 19. 14 were auto penned. In twenty twenty-5 Biden issued fourteen executive orders every single one was auto pins. 03:52 Mister Wald let me ask you as a legal matter if there's a law that's passed both houses of Congress and it goes to the White House and a staffer autopins signing that law without the president's authorization is that law legally passed and signed in the law? No. If an executive order is issued and a staffer autopins it without the president's authorization, is that executive order legally binding? No. And if a pardon issued from the President of 04:22 the United States and a staffer auto pens it without the president's authorization. Is that pardon legally binding? No. Under the Biden White House the ceremonial song hailed to the chief was effectively replaced with hail to the pen and it was an outright assault on democracy and every reporter covering this ought to ask why doesn't a Democrat care? We heard about the moral responsibilities of a staffer. 04:54 How about an elected senator who knows damn well that if we get into a war and Iran is preparing to fire a nuclear weapon at the United States that the commander in chief is busy playing with his jello and he's not competent to defend ourselves and every member of the cabinet, the chief of staff, the press secretary, and the members of Congress who lied about this on a daily basis with the press's complicity. They are all responsible for subverting democracy. Angry Ted Cruz is perhaps my favorite version of 05:27 Ted Cruz because when he's getting history on it, you might want to take a listen. He is definitely angry that there's some acting going on here in the line of hail to the chief change from hail to the pen that's not a smart line but it's still the truth. The truth is in this video right here ladies and gentlemen. The change in the way Joe Biden used the autopin is a steady upward moving graph from twenty twenty-one to the end of his presidency in early twenty 05:58 twenty-five. Okay? That is a noticeable issue. And if he does not directly authorize the autopin we've got We've got grounds to go through every single law Joe Biden has signed that way and perhaps ignore them all together. There's way more evidence behind the autopin theory and hopefully it ends up sticking. I I hope it does because I think this is in a way worse than the Bill Clinton perjury case. Cuz Bill 06:28 Clinton basically lied before Congress lied directly to the American people lied under oath. This is worse in a way. Because lying under oath means that you know where the truth is and you're just hoping to get away with it and there's a direct law. This however Signing with the auto pin is more opaque. It is an ultimate he said she said and you're dont rate the opinion oo just fact if there is

Jul 27, 2025
Read more →
Fact Check: Trump Signs His 'Kill Children & &Poor P People' Bill Into Law
False

Fact Check: Trump Signs His 'Kill Children & &Poor P People' Bill Into Law

Detailed fact-check analysis of: Trump Signs His 'Kill Children & &Poor P People' Bill Into Law

Aug 2, 2025
Read more →
Fact Check: Donald Trump cares more about the United States image than the people who live there
Partially True

Fact Check: Donald Trump cares more about the United States image than the people who live there

Detailed fact-check analysis of: Donald Trump cares more about the United States image than the people who live there

Aug 7, 2025
Read more →