According to an article, Deep Research identified 20 jobs OpenAI o3 will replace. One of those is “Paralegal”. To which I say: “Hah!”
The article in ZDNet (ChatGPT’s Deep Research just identified 20 jobs it will replace. Is yours on the list?, written by Sabrina Ortiz and available here), Min Choi, an X user whose account is dedicated to sharing informational AI content, asked Deep Research to “List 20 jobs that OpenAI o3 reasoning model will replace human with into a table format ordered by probability. Columns are Rank, Job, Why Better Than Human, Probability.” Choi then shared the results of the chat via an X post, which has since garnered 1.1 million views.
After deep diving into 24 sources in seven minutes, the X post shows that Deep Research produced a table that included job titles, explanations as to why an AI is better than a human at the role, and the probability that the job will be replaced. Choi shared a link to the entirety of its interaction, which you find here to see the table in detail.
The top four jobs on the list are: 1) Tax Preparer (with a ~98% probability of being replaced by AI), 2) Data Entry Clerk (~95%), 3) Telemarketer (~94%, imagine how much more we’ll be bombarded by telemarketers than we already are!), and 4) Bookkeeper (~94%).
What job is #5? Paralegal at ~90% probability of being replaced by AI. Here’s what it says in the “Why Better Than Human” column:
“Scans and summarizes legal documents in seconds. GPT-style AI can research case law and draft routine filings much faster than humans, handling many paralegal tasks with ease.” (emphasis added)
“GPT-style AI can research case law”? Hah! Are you kidding me?
Of course it can. It has done such a great job in cases like this one, this one, this one, this one, this one and this one. Oh wait, these are all cases with fake case citations! And these aren’t even all the ones that I’ve covered, much less the many more that are out there.
Think because some of these are old that it’s no longer happening? It still is. Here’s a case Phil Weldon sent me from last week (thanks Phil!) where eight out of nine cases cited didn’t exist and the Court issued a show cause order as to why plaintiff’s attorneys shouldn’t be sanctioned for this. There’s no end in sight.
There are so many things that paralegals do that go beyond summarizing legal documents (which isn’t always accurate or comprehensive via AI either) and researching case law. Paralegals do things like:
- Identify nuanced legal issues within documents that AI might miss.
- Provide support for tech-averse attorneys by learning new technologies and how they can be leveraged to existing workflows.
- Serve as a liaison between teams, coordinating between attorneys, clients, experts, and court personnel.
- Provide live courtroom support by monitoring exhibits, taking notes, and helping the attorney adjust strategies as cases unfold.
- Prepare attorneys for court by organizing exhibits, creating trial binders, and anticipating attorney needs in real time.
And much more (paralegals out there, feel free to add to the list in the comments).
Will AI transform how paralegals do their jobs? Certainly, and paralegals had better embrace that, just like the rest of us must (smart paralegals already are). But when AI says there’s a 90% chance that AI will replace what paralegals do, I say: “Hah!” Silly AI! You have so much more to learn! 🤪
So, what do you think? Will AI replace paralegals? Please share any comments you might have or if you’d like to know more about a particular topic.
Image created using GPT-4o’s Image Creator Powered by DALL-E, using the term “robot wearing a ‘Dunce’ cap and sitting in a corner”. See, AI can’t even spell “Dunce”! 🤣
Disclaimer: The views represented herein are exclusively the views of the authors and speakers themselves, and do not necessarily represent the views held by my employer, my partners or my clients. eDiscovery Today is made available solely for educational purposes to provide general information about general eDiscovery principles and not to provide specific legal advice applicable to any particular circumstance. eDiscovery Today should not be used as a substitute for competent legal advice from a lawyer you have retained and who has agreed to represent you.
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I think that LLMs will replace a lot of what both lawyers and paralegals bill for currently, but you are correct that hallucinating case citations remains a big problem. Our jobs are safe for the moment. Just for grins, I asked ChatGPT-4 to address the following prompt using the bogus cites in the Wyoming case you linked:
Identify the presiding judges and summarize the holding in each of the following cases:
1. Wyoming v. U.S. Department of Energy, 2006 WL 3801910 (D. Wyo. 2006);
2. Holland v. Keller, 2018 WL 2446162 (D. Wyo. 2018);
3. United States v. Hargrove, 2019 WL 2516279 (D. Wyo. 2019);
4. Meyer v. City of Cheyenne, 2017 WL 3461055 (D. Wyo. 2017);
5. Benson v. State of Wyoming, 2010 WL 4683851 (D. Wyo. 2010);
6. Smith v. United States, 2011 WL 2160468 (D. Wyo. 2011);
7. Woods v. BNSF Railway Co., 2016 WL 165971 (D. Wyo. 2016); and
8. Fitzgerald v. City of New York, 2018 WL 3037217 (S.D.N.Y. 2018).
It responded as follows, which is cold comfort. Nothing approaching, “I was unable to locate published opinions with those cites:
Below is general information drawn from publicly available court dockets and common legal research tools. Because unpublished district court decisions and docket details are not always consistently reported online, **please note that the names of presiding judges and the precise holdings can sometimes be difficult to verify without accessing the official opinions or dockets directly**. Where possible, I have identified the judge from publicly available sources; otherwise, I note where the information is less certain. The summaries of the holdings are likewise based on publicly reported information or typical procedural contexts. Always consult the official published (or authenticated) opinion or the docket for absolute confirmation.
—
## 1. **Wyoming v. U.S. Department of Energy**
**Citation:** 2006 WL 3801910 (D. Wyo. Dec. 22, 2006)
**Presiding Judge:**
– This opinion is frequently attributed to **District Judge Clarence A. Brimmer** (who served on the District of Wyoming for many years and authored several opinions involving Wyoming’s challenges to federal regulations). However, without the official text, there is some uncertainty; Judge Brimmer is the most likely presider given the year and the subject matter.
**Summary of the Holding:**
– The case involved a challenge by the State of Wyoming against actions taken by the U.S. Department of Energy, presumably concerning energy-related regulations or implementation.
– **Holding (general):** The court addressed whether DOE’s actions were consistent with statutory or procedural requirements (often under the Administrative Procedure Act or similar federal statutes). From the limited summaries available, it appears the court **denied portions of Wyoming’s challenge** but may have remanded or dismissed certain claims for lack of jurisdiction or for failure to state a claim.
– Because the exact text is difficult to locate, the key takeaway is that this was a regulatory challenge in which the court evaluated DOE’s compliance with federal law. The outcome did not categorically strike down DOE’s authority but may have narrowed the agency’s approach or dismissed Wyoming’s claims.
—
## 2. **Holland v. Keller**
**Citation:** 2018 WL 2446162 (D. Wyo. May 31, 2018)
**Presiding Judge:**
– Likely **District Judge Scott W. Skavdahl** or **District Judge Nancy D. Freudenthal**, with a possibility that the matter was handled in part by **Magistrate Judge Kelly H. Rankin** for a report and recommendation. Docket records from 2018 indicate that Judge Skavdahl presided over a number of civil rights or pro se prisoner cases around this time.
**Summary of the Holding:**
– The lawsuit (from the limited references available) involved a civil complaint—often a § 1983 or similar constitutional challenge—lodged by a plaintiff (Holland) against a defendant Keller (possibly a warden, officer, or official).
– **Holding (general):** The court dismissed the complaint on procedural or substantive grounds—commonly, either for failure to exhaust administrative remedies (if it was a prison-related matter) or for failure to state a plausible constitutional claim. The opinion may also have addressed qualified immunity.
– Overall, the decision appears to have favored the defendant, with the plaintiff’s claims dismissed at the screening or summary judgment stage.
—
## 3. **United States v. Hargrove**
**Citation:** 2019 WL 2516279 (D. Wyo. June 18, 2019)
**Presiding Judge:**
– In criminal cases in the District of Wyoming in 2019, **Chief Judge Scott W. Skavdahl** or **Judge Nancy D. Freudenthal** are the most likely district judges. The docket suggests Judge Skavdahl often handled criminal matters around that time.
**Summary of the Holding:**
– This appears to be a federal criminal proceeding or a post-conviction matter. The available notations indicate it might have involved a suppression motion, sentencing dispute, or a post-trial motion.
– **Holding (general):** The court ruled on one or more pre-trial or post-trial issues—possibly denying a motion to suppress evidence or resolving a sentencing issue. Typically, a citation like this (with a short WL reference) corresponds to an order on a discrete motion rather than a full trial verdict.
– The upshot is that the decision resolved a key motion in favor of the government (e.g., denying the defendant’s motion to suppress or dismiss). The defendant’s challenge was not successful.
—
## 4. **Meyer v. City of Cheyenne**
**Citation:** 2017 WL 3461055 (D. Wyo. Aug. 10, 2017)
**Presiding Judge:**
– Very likely **Judge Nancy D. Freudenthal**, who has issued several opinions involving the City of Cheyenne in civil rights or employment contexts. Alternatively, it could be Judge Alan B. Johnson. However, the August 2017 timeframe more commonly corresponds to Judge Freudenthal or Judge Skavdahl.
**Summary of the Holding:**
– The case likely involved a civil rights or municipal liability claim—often an employment or constitutional claim by a private individual against the City of Cheyenne.
– **Holding (general):** The court granted summary judgment (in whole or in part) in favor of the City of Cheyenne, finding that the plaintiff had not met the requisite legal standard—whether under § 1983 (no policy/practice to impose municipal liability) or a state-law claim.
– The net result was a dismissal or substantial narrowing of the plaintiff’s case against the city.
—
## 5. **Benson v. State of Wyoming**
**Citation:** 2010 WL 4683851 (D. Wyo. Nov. 10, 2010)
**Presiding Judge:**
– Around 2010, **Judge Clarence A. Brimmer**, **Judge Alan B. Johnson**, or **Judge Nancy D. Freudenthal** (appointed mid-2010) were on the bench. This case is often listed among pro se civil rights or habeas corpus decisions by Judge Johnson, but it is not definitively confirmed by the citation alone.
– Most references suggest **Judge Alan B. Johnson** as the presiding judge.
**Summary of the Holding:**
– This case frequently appears in the context of prisoner habeas petitions or § 1983 civil rights actions challenging some aspect of a state conviction or sentencing.
– **Holding (general):** The court dismissed the claims—either on procedural grounds (lack of exhaustion, no federal habeas basis) or on the merits (failing to demonstrate a constitutional violation).
– In short, **the State of Wyoming prevailed**, and the plaintiff’s claims were dismissed.
—
## 6. **Smith v. United States**
**Citation:** 2011 WL 2160468 (D. Wyo. May 31, 2011)
**Presiding Judge:**
– In 2011, **Judge Nancy D. Freudenthal** was Chief Judge, and **Judge Alan B. Johnson** continued to serve as a district judge. Either one could have authored this opinion. This particular citation is sometimes attributed to **Judge Freudenthal**.
**Summary of the Holding:**
– Often, a case styled “Smith v. United States” in federal district court involves either a Federal Tort Claims Act (FTCA) suit or a motion under 28 U.S.C. § 2255 (if the plaintiff is a criminal defendant turned movant).
– **Holding (general):** The court dismissed or granted summary judgment for the United States. If it was an FTCA case, the court found no liability under the relevant tort standards or concluded the plaintiff had not exhausted administrative remedies. If it was a § 2255 matter, the motion was denied for not meeting the standard for relief.
– The net effect: the federal government (United States) prevailed.
—
## 7. **Woods v. BNSF Railway Co.**
**Citation:** 2016 WL 165971 (D. Wyo. Jan. 13, 2016)
**Presiding Judge:**
– In 2016, **Judge Scott W. Skavdahl** and **Judge Nancy D. Freudenthal** both routinely handled civil cases. This particular FELA (Federal Employers’ Liability Act) or personal injury action against a railroad often appears with **Judge Skavdahl** presiding.
**Summary of the Holding:**
– This was an action by an employee or injured party against BNSF Railway under a negligence or personal injury theory, likely invoking the FELA.
– **Holding (general):** The court addressed dispositive motions—likely BNSF’s motion for summary judgment—and **either granted it in part or denied it in part**. In many FELA cases, courts deny summary judgment if there is a genuine dispute of fact about the railroad’s negligence.
– The short Westlaw citation suggests the decision primarily resolved preliminary or summary judgment issues, narrowing the scope of claims that proceeded (or dismissing them if the plaintiff could not show negligence).
—
## 8. **Fitzgerald v. City of New York**
**Citation:** 2018 WL 3037217 (S.D.N.Y. June 19, 2018)
**Presiding Judge:**
– In the Southern District of New York, the docket for **Case No. 17-cv-02902** or a similar number would confirm the exact judge. This decision is commonly listed under **District Judge Ronnie Abrams** or **Judge Paul A. Crotty** for June 2018 civil-rights actions involving the City of New York. Public docket references suggest **Judge Ronnie Abrams** handled a Fitzgerald v. City of New York matter in 2018, though it is advisable to check the official caption.
**Summary of the Holding:**
– The suit typically involved a § 1983 or other civil-rights claim against the City of New York—possibly for false arrest, excessive force, or related allegations.
– **Holding (general):** The court either dismissed some or all of Fitzgerald’s claims for failure to state a claim, or it granted a motion for judgment on the pleadings/summary judgment to the City. In many such opinions, the court might have allowed a narrow subset of claims to survive if certain factual allegations were sufficient.
– Overall, the published order primarily resolved the City’s motion to dismiss or for summary judgment, **leading to a partial or complete dismissal** of the plaintiff’s claims.
—
### Disclaimers
1. **Judge Identifications**: Unless the opinion explicitly names the authoring judge in the Westlaw text or the case docket is reviewed, the judge attribution above is based on typical assignment records and references found in public court dockets around the relevant dates.
2. **Summaries of Holdings**: These descriptions are high-level overviews, meant to capture the gist of each decision (dismissal, grant/denial of summary judgment, etc.). For any in-depth legal or factual analysis, please consult the full text of the opinion or the court’s docket.
3. **Not Legal Advice**: This summary is informational only and not a substitute for professional legal counsel. If you need to rely on any of these cases in litigation or other legal contexts, confirm the details by reviewing the original opinions and dockets.
Wow, Craig. That is absolutely mind-blowing! 🤯 Sounds like an excellent topic for a follow-up post. 😁
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