• Home
  • Latest
  • Coins2Day 500
  • Finance
  • Tech
  • Leadership
  • Lifestyle
  • Rankings
  • Multimedia
Some Coins2Day Crypto pricing data is provided by Binance.
Newslettersblockchain regulation

Crypto tracing is revolutionizing crime-fighting, but critics call it a ‘junk science.’ Inside the raging debate over blockchain analytics

Leo Schwartz
By
Leo Schwartz
Leo Schwartz
Senior Writer
Down Arrow Button Icon
Leo Schwartz
By
Leo Schwartz
Leo Schwartz
Senior Writer
Down Arrow Button Icon
March 13, 2024, 8:40 AM ET
Michael Gronager, co-founder and chief executive officer of Chainalysis
Michael Gronager, co-founder and chief executive officer of ChainalysisJeenah Moon—Getty Images

Proof of State is the Wednesday edition of Coins2Day Crypto where Leo Schwartz delivers insider insights on policy and regulation.

Recommended Video

DNA testing was first used to solve a crime in 1986 in England, soon making its way over to the U.S. Even by 1995, when the O.J. Simpson trial captivated the country, the public was not accustomed to the new form of crime-fighting science, with prosecutors struggling to explain the overwhelming evidence to the jury.

As the presence of cryptocurrency transactions pervades court cases, from money laundering to drug trafficking to child pornography, prosecutors are now turning to a new kind of forensics: Blockchain analytics. Thanks to the immutable and public nature of many blockchains, from Bitcoin to Tron, firms like Chainalysis and TRM Labs can trace activity to individuals and companies who may have been fooled into believing their actions were discreet.

Though as nascent as DNA testing once was, blockchain analytics does not seem to be suffering from the same inscrutability with juries—or judges. In the Sam Bankman-Fried trial, I watched prosecutors deftly sort through reams of evidence to demonstrate the illicit flow of funds through digital wallets and exchanges that amounted to fraud. (The sheer volume of additional evidence certainly helped secure a conviction.)

Yesterday was a big day for the growing science, which has become a multibillion-dollar industry. Tigran Gambaryan—a protagonist from Andy Greenberg’s Tracers in the Dark, which recounts the history of blockchain analytics and Chainalysis—was revealed to be detained by the Nigerian government in his capacity as Binance’s top investigator. And a jury in Washington convicted Roman Sterlingov of running a crypto mixer to launder tens of millions of dollars from darknet marketplaces.

The Bitcoin Fog case was not particularly notable for raising novel questions about the collision of privacy software and anti-money laundering laws—I expect the upcoming trial for the Tornado Cash founders to be more eventful because they actually sought to create an open-source software protocol, rather than a centralized service.

Instead, the Bitcoin Fog case was fascinating because it brought doubts over blockchain analytics into the foreground, as Sterlingov’s attorneys argued that the prosecutors’ mountain of evidence from Chainalysis linking illicit transactions to their client should be inadmissible.

In an August filing, the defense team called on the expert testimony of Jonelle Still, the director of investigations and intelligence at CipherTrace, a crypto intelligence company acquired by Mastercard in 2021. In the 41-page report, Still argued that Chainalysis’ attributions were “unverifiable” and that the prosecution’s investigation was “massively incomplete.” Her points, among many, were that there is no standards body to oversee blockchain analytics companies. Sterlingov’s lawyer would refer to Chainalysis’ software as “junk science” in subsequent testimony.

In response, the judge overseeing the case, Randolph Moss, held a series of Daubert hearings, which is a legal framework for assessing the reliability of expert witness testimony. Despite the defense trying to poke holes in blockchain analytics, its case began to fall apart. In February, Mastercard decided to pull Still’s testimony, arguing in a letter to the court that the data she relied on was “unverifiable and unauditable” originating from data collection practices before Mastercard even acquired the firm. The defense tried to argue this was exactly their point about the fallibility of blockchain analytics, although without success.

In a series of rulings from the bench, Moss declared that the evidence would be admissible. He provided a full explanation in an opinion from Feb. 29, saying that he was “unpersuaded” by the defense’s stance that blockchain analytics had not been peer-reviewed. “Substantial evidence supports the government’s submission that the software is highly reliable—and, if anything, conservative,” he wrote in the 31-page order.

Some of Moss’s logic seemed circular, including that law enforcement uses blockchain analysis extensively throughout the world, and that Chainalysis is an “industry standard tool” for customers from the Department of Justice to the Department of the Treasury. Still, he cited “widespread academic approval” of Chainalysis’ heuristics to satisfy one of the prongs for the Daubert standard, which requires that the evidence in question has “general acceptance” in the scientific community.

Despite the win for Chainalysis—who declined to comment for this article—the question does not seem to be settled. Moss argued that blockchain analytics was just one piece of evidence that the prosecution used and that it was reinforced by other methods. A case that relied solely on blockchain analytics could have a different result, especially if the opposing side can find an expert witness who doesn’t retract their testimony. And while Moss was persuaded by the “staggering” amount of data provided by blockchain evidence, another judge may prove more skeptical of the potential for errors, which Moss waved off as “likely immaterial.” The era of crypto tracing is just getting started.

Leo Schwartz
[email protected]
@leomschwartz

DECENTRALIZED NEWS

Grayscale filed to launch a low-fee spinoff of its Bitcoin ETF to appease investors as outflows continue. (Coins2Day)

The messaging platform Telegram is one of the few mainstream companies to embrace Web3 technology. (Financial Times)

The latest budget proposal from President Biden is raising concerns over new crypto rules, including for Bitcoin mining and wash trading. (CoinDesk)

Bitcoin reached another all-time peak of nearly $73,000 on Tuesday before falling back below $70,000 as the leading cryptocurrency continues its historic run. (Bloomberg)

Noted Bitcoin critic Jamie Dimon seems to be softening his stance, saying that he would defend people's right to purchase the asset, though he still has concerns. (Coins2Day)

MEME O’ THE MOMENT

Don't hold your breath for an ETH ETF:

This is the web version of Coins2Day Crypto, a daily newsletter on the coins, companies, and people shaping the world of crypto. Sign up for free.

About the Author
Leo Schwartz
By Leo SchwartzSenior Writer
LinkedIn iconTwitter icon

Leo Schwartz is a senior writer at Coins2Day covering fintech, crypto, venture capital, and financial regulation.

See full bioRight Arrow Button Icon

Latest in Newsletters

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Coins2Day Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Coins2Day Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Coins2Day Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Coins2Day Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Coins2Day Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Coins2Day Editors
October 20, 2025

Most Popular

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Coins2Day Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Coins2Day Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Coins2Day Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Coins2Day Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Coins2Day Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Coins2Day Editors
October 20, 2025
Rankings
  • 100 Best Companies
  • Coins2Day 500
  • Global 500
  • Coins2Day 500 Europe
  • Most Powerful Women
  • Future 50
  • World’s Most Admired Companies
  • See All Rankings
Sections
  • Finance
  • Leadership
  • Success
  • Tech
  • Asia
  • Europe
  • Environment
  • Coins2Day Crypto
  • Health
  • Retail
  • Lifestyle
  • Politics
  • Newsletters
  • Magazine
  • Features
  • Commentary
  • Mpw
  • CEO Initiative
  • Conferences
  • Personal Finance
  • Education
Customer Support
  • Frequently Asked Questions
  • Customer Service Portal
  • Privacy Policy
  • Terms Of Use
  • Single Issues For Purchase
  • International Print
Commercial Services
  • Advertising
  • Coins2Day Brand Studio
  • Coins2Day Analytics
  • Coins2Day Conferences
  • Business Development
About Us
  • About Us
  • Editorial Calendar
  • Press Center
  • Work At Coins2Day
  • Diversity And Inclusion
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Most Popular

placeholder alt text
Economy
'Some form of crisis is almost inevitable': The $38 trillion national debt will soon be growing faster than the U.S. economy itself, watchdog warns
By Nick LichtenbergJanuary 22, 2026
1 day ago
placeholder alt text
Europe
Denmark offered to trade Greenland to the U.S. in 1910—and America thought it was crazy
By Steven Lamy and The ConversationJanuary 22, 2026
1 day ago
placeholder alt text
Energy
Elon Musk warns the U.S. could soon be producing more chips than we can turn on. And China doesn’t have the same issue
By Sasha RogelbergJanuary 22, 2026
1 day ago
placeholder alt text
Politics
Jamie Dimon tells Davos: ‘You didn’t do a particularly good job making the world a better place’
By Eleanor PringleJanuary 21, 2026
2 days ago
placeholder alt text
Success
Nvidia CEO Jensen Huang says ‘a lot’ of six-figure jobs in plumbing and construction are about to be unlocked because someone needs to build all these new AI centers
By Preston ForeJanuary 21, 2026
2 days ago
placeholder alt text
Success
McDonald’s CEO shares tough love career advice he’d give Gen Z and young millennial workers: ‘No one cares about your career’
By Orianna Rosa RoyleJanuary 22, 2026
1 day ago

© 2026 Coins2Day Media IP Limited. All Rights Reserved. Use of this site constitutes acceptance of our Terms of Use and Privacy Policy | CA Notice at Collection and Privacy Notice | Do Not Sell/Share My Personal Information
FORTUNE is a trademark of Coins2Day Media IP Limited, registered in the U.S. and other countries. FORTUNE may receive compensation for some links to products and services on this website. Offers may be subject to change without notice.


Latest in Newsletters

NewslettersMPW Daily
Trinity Rodman is now the highest-paid player in women’s soccer. That’s a ‘game-changing moment’ for the growth of the sport
By Emma HinchliffeJanuary 23, 2026
7 hours ago
A Huntington Bank branch in Troy, Michigan, U.S.
NewslettersCFO Daily
After 160 years, Huntington Bancshares is powering digital growth—by opening a branch almost every 2 weeks, says CFO
By Sheryl EstradaJanuary 23, 2026
10 hours ago
NewslettersTerm Sheet
Demis Hassabis, and how AI just might wrangle our molecular universe
By Allie GarfinkleJanuary 23, 2026
12 hours ago
NewslettersCoins2Day Tech
American TikTok is here
By Alexei OreskovicJanuary 23, 2026
13 hours ago
NewslettersCEO Daily
The U.S. was ‘the operating system of the world,’ Scott Galloway says, but now ‘the American brand is chaos, corruption, and coercion’
By Diane Brady and Claire ZillmanJanuary 23, 2026
13 hours ago
NewslettersEye on AI
OpenAI’s former head of sales is entering VC. She still calls herself an ‘AGI sherpa’
By Sharon GoldmanJanuary 22, 2026
1 day ago