Thanks to a demonstration by a dear friend (Shoutout to Noah Collin!) I was recently turned on to trying out artificial intelligence, AI.
Best I can say, modern AI is not actually intelligent. It’s a highly sophisticated word guesser based on an immense amount of training data.
But, my God, it’s good at what it does. For example, I wanted to start by introducing the different types of AI for readers that may not be aware. And I let AI do it for me.
Here are the key differences among these AI types:
ASR (Automatic Speech Recognition)
- Converts spoken language into written text
- Focuses specifically on audio processing and transcription
- Examples: voice-to-text features, voice assistants like Siri or Alexa
NLP (Natural Language Processing)
- Broad field covering any AI that understands or generates human language
- Includes tasks like translation, sentiment analysis, text classification, and chatbots
- Can work with both text and speech (through ASR)
LLM (Large Language Model)
- A specific type of NLP system trained on massive amounts of text data
- Generates human-like text and understands context across long conversations
- Examples: ChatGPT, Claude, GPT-4
- More advanced than traditional NLP, capable of reasoning, creative writing, and complex tasks
In short: ASR deals with speech-to-text, NLP is the umbrella term for language AI, and LLMs are powerful modern NLP systems that can handle sophisticated language tasks.
Okay. Back to Chris Day speaking. Typing? Bloviating? (Special thanks to my biggest fan.)
So I got curious and I asked the AI to make a white paper on the pros and cons of AI in court reporting. And what it created was pretty damn good. Accurate. And perhaps an accurate portrayal of where the big-money types believe this field is going.
And, in my own way, where I suspect it’s going based on all I know today. Big money’s pushing its agenda and we just can’t seem to unite and fight back, so sooner or later it’ll get its way.
Now, when I write something so bold, I would say change is happening much more gradually than the big-money types thought it would. Stenography, particularly for highly accurate writers, is likely here to stay strong(ish) for at least a decade or so, depending a little bit on what state you’re in. From old forecasts, the best states are going to be California, Illinois, Texas, and New York.
To explain a little bit about why I think what I do, imagine a sort of pyramid where you have all the potential legal transcription work on Earth, with the top being the highest-paying jobs on top and the lowest-paying jobs at the bottom.
(And despite what I’m about to write, all legal transcription is important. I am not belittling the needs of people participating in the legal process. Access to justice is important to me, and it makes me sick to my stomach that I am hearing again and again that big box agencies are not dealing with pro se individuals.)
So on the low end you have your transcription of exhibits and/or recordings. Stuff that, 9 times out of 10, we don’t want to do anyway. It’s punted to the legal transcribers and AI outfits.
Then maybe you have your “crappy” depositions. The interpreter jobs that have fewer transcribed words per hour, the insurance EUOs that can be done in 15 minutes.
Then you have your good-pay deps. Think longer, typically fast work that keeps the word counts high.
At the tippy top, you got realtime reporting. The money in realtime is unimaginable to those that have not experienced it.
Somewhere along the line we convinced ourselves that it was okay to give up most of the pyramid. Well now what do our students take? Well, our students can’t get jobs. If our students can’t get jobs, schools have lower demand, they shut down or sell off, and the person they sell off to might just decide the court reporting program isn’t worth it. Taking this to its logical conclusion, eventually all you have is the realtime. So either people lie and say they’re realtime, and realtime becomes saturated such that the rates drop, or there becomes too limited a demand for schools and we’re siphoned out by attrition. Since big boxes are already calling digital realtime, it’s hard not to see the truth.
This has happened. This is likely to continue happening barring some amazing action on the part of court reporters. This is a peek at the future.
This is not much different from The Record XChange’s Long Tail, something that’s almost a decade old.
For anyone that doesn’t get what I’m saying, I consulted my magic stenography crystal. Trust me, bro.
With all that being said I’d love to introduce the new Stenonymous.com October 2025 White Paper:
Artificial Intelligence in Court Reporting
P.S.
I’d also love to introduce what happened when I asked “how can one unionize a decentralized workforce?”
Unionizing a decentralized workforce presents unique challenges, but it’s definitely possible. Here are the key strategies:
Build Digital Community
- Use online platforms (Slack, Discord, WhatsApp groups) to connect workers who may never meet in person
- Create virtual meeting spaces for organizing conversations
- Leverage social media to build solidarity and share information
Focus on Shared Issues
- Identify common concerns across locations (pay rates, benefits, algorithmic management, lack of transparency)
- Document patterns of unfair treatment that affect workers regardless of location
- Emphasize that geographic separation doesn’t mean workers lack common interests
Adapt Traditional Organizing Tactics
- Use virtual card-signing campaigns instead of in-person meetings
- Conduct one-on-one conversations via video calls or messaging
- Organize digital petitions and collective actions
Legal Considerations
- Understand whether workers are classified as employees or independent contractors (this affects union rights)
- Research which labor laws apply – some gig/remote workers may have limited protections
- Consider forming worker cooperatives or associations if traditional unionization faces legal barriers
Leverage Technology
- Use encrypted communications to protect organizers
- Create databases to track worker contacts and organizing progress
- Coordinate actions across time zones and locations
Build Coalition Support
- Partner with existing unions that have experience with remote workers
- Connect with worker advocacy groups and labor organizations
- Seek public support to pressure companies
The success stories include gig workers (Uber, Instacart drivers), remote tech workers, and distributed customer service teams who’ve organized despite being scattered geographically.
“What percentage of court reporters are misclassified employees?”
I don’t have specific data on what percentage of court reporters are misclassified as independent contractors when they should be classified as employees. This is a fairly niche labor classification issue that would require recent research or surveys to answer accurately.
However, I can tell you that misclassification is a known concern in the court reporting field, as many court reporters work as independent contractors for agencies or courts, which can sometimes lead to disputes about proper classification under labor laws.
The determination typically depends on factors like:
- Level of control the hiring entity has over work performance
- Whether the reporter provides services to multiple clients
- Who provides equipment and sets schedules
- The permanency of the relationship
Would you like me to search for current statistics or recent studies on court reporter misclassification rates?
“Yes, search.”
Based on my search, I wasn’t able to find specific statistics on what percentage of court reporters are misclassified. However, I did find some relevant information about court reporter misclassification:
General research indicates that between 10% to 30% of employers across various industries misclassify workers as independent contractors, but this is not specific to court reporting.
What I found specifically about court reporters:
Court Reporter Misclassification Issues:
- Court reporting is described as a field that “remains largely in the independent contractor space” with ongoing concerns about misclassification
- The 2018 Dynamex case in California established new ABC test standards that required court reporting firms and freelance reporters to re-examine their business relationships to determine proper classification
- When court reporters are misclassified as independent contractors rather than employees, they face challenges like lack of Department of Labor protection for unpaid wages, making it expensive to pursue legal remedies
The lack of specific court reporter misclassification statistics suggests this may be an under-researched area, despite being recognized as a concern within the industry. The fact that California’s Dynamex ruling specifically raised questions about court reporter classification indicates it’s a genuine issue, but without comprehensive studies, we don’t have reliable percentage data for this profession specifically.
“Do unionized workers make more on average?”
Yes, unionized workers do make significantly more on average than non-union workers. Let me search for the most current data on this:Yes, unionized workers make significantly more on average than non-union workers. Here are the key findings:
Current Wage Premium: In 2024, full-time union members had median weekly earnings of $1,337, while non-union workers earned $1,138 — a difference of about 17.5%.
The Union Wage Premium Breakdown: Research analyzing Canadian data found that unionized workers earn approximately 11% more than non-union workers, with about 60% of this premium coming from unions’ ability to negotiate higher wages and 40% from unionized firms being more productive.
Looking at 50 years of U.S. data, the adjusted hourly union wage premium has varied between 10% and 20% for most of that period, though it dipped below 10% during COVID. The weekly wage premium has been even larger, remaining between 20% and 26% from the early 1990s until COVID, and was still 16% in 2023.
Recent Wage Increases: Union contracts negotiated in 2023 achieved record-high average first-year wage increases of 6.6%, or 7.3% when including signing bonuses — the highest since Bloomberg Law began tracking in 1988.
So yes, the data clearly shows that unionized workers earn substantially more than their non-union counterparts, with the premium typically ranging from 10-20% or higher depending on how it’s measured.
“Did Einstein write in 1949 that the time had come where the rich controlled the means of communication, making it impossible for people to make informed decisions?”
Let me search for information about what Einstein wrote in 1949 regarding media control and informed decision-making:
Not quite. Einstein did write about this issue in 1949, but with an important distinction: he wasn’t warning about something that would happen in the future — he was describing what he believed was already happening at that time.
In his essay “Why Socialism?” published in the inaugural May 1949 issue of Monthly Review, Einstein wrote: “Moreover, under existing conditions, private capitalists inevitably control, directly or indirectly, the main sources of information (press, radio, education). It is thus extremely difficult, and indeed in most cases quite impossible, for the individual citizen to come to objective conclusions and to make intelligent use of his political rights.”
The popular social media paraphrases suggest Einstein warned this would happen in the future, but he was actually commenting on conditions he observed in 1949. He argued that private capital concentration had already resulted in an oligarchy whose power couldn’t be effectively checked, and that private capitalists already controlled the main sources of information.
So while Einstein did make this argument about wealthy elites controlling communication and making informed decisions nearly impossible, he was describing the present situation of 1949, not predicting a future scenario.
If you read this far, I’d ask you to consider donating on the front page of Stenonymous.com.
Addendum:
I have factors supporting my decision making that I do not include here, such as BLS predicting no job growth for us and there being fewer jobs in 2022 than 2020.

10/27/25:
Kensie Benoit posted this article. It supports much of my past arguments that we may be headed toward an AI winter or an AI bubble collapse. Be that as it may, the damage has been done to our field, and short of some decisive action on our part, we’ll be siphoned out over the next few decades. Again, not irreversible as the STTI claimed, but now much more likely.

WRT the white paper: AI;DR. LOL. I gotta tell you: If you didn’t bother to write it, no one should bother to read it.
But here’s a story:
In 1998, at the now defunct Reporting Academy of Virginia: School of Professional Studies (they also taught massage therapy), I was told that advances in computers and software were going to replace court reporters “any day now.” The CAT software (Eclipse, from Advantage Software) used AI as a selling point as far back as I know. I do know that editing transcripts modified my stenography dictionary, which trained the software to be more accurate.
Between 2009 and 2012, at the Naval Justice School, Newport, RI, I taught Marines to do closed mask court reporting using TalkTech’s Stenomasks and Dragon NaturallySpeaking software. In part, it used a collection of military court-martial transcripts that we had converted to RTF file format. My students became faster, more accurate court reporters in 13 weeks than I had (using machine shorthand) in two years of practice. However, the software/hardware setup were tools; they didn’t replace the human.
Cory Doctorow says “AI cannot do your job, but an AI salesman can 100% convince your boss to fire you and replace you with an AI that can’t do your job.”
https://pluralistic.net/2025/09/27/econopocalypse/#subprime-intelligence
He also says “The AI bubble companies are scams. They’ve spend most of a trillion dollars in capital expenditures, and by their own (very cooked and dishonest) numbers, they are grossing a total of $45b/year, industry-wide.”
https://pluralistic.net/2025/10/16/post-ai-ai/#productive-residue
When the LLM bubble pops, it will leave a whole lot of carnage, wreckage, and residue, including (maybe) better transcription software, but I’ve been promised that computers would replace court reporters “any day now” for coming close to three decades, and I’ll believe it when I see it.
No big disagreements with what you’re saying. But I point back to my argument with regard to attrition.
I understand that you’ve heard computers are going to replace court reporters. And it’s been happening slowly. Very slowly. Look at the dwindling jobs numbers and non-existent job growth in my addendum.
This is far from irreversible as the fraudulent Speech-to-Text Institute made it out to be. But if we do nothing, it’ll continue to slide, the momentum is there.
Speech-to-Text Institute transcriptionists are scabs. But qualified/certified court reporters are too proud to join forces with them. It’s a story that keeps repeating itself, all the way back to when handwritten shorthand reporters wouldn’t let stenotypists in the NCRA — probably before that.
But it’s also a story that’s prevalent in other industries nationwide. If you have an iPhone, it may have been assembled at an overseas factory that has treated its workers so badly that it had to install suicide nets.
It’s not about the technology; it’s about the bosses. But if it makes you feel better, we could get together and smash data centers the same way the original Luddites smashed the power looms (the ones that allowed experienced weavers to be replaced with child laborers indentured out of the orphanages).
I can’t condone actually smashing things. I do think that with stronger media we’d be smashing things.
Well, I haven’t done it yet, and I’m not really sure I’d condone it, but it’s a fantasy I have.
Maybe the market bubble will pop soon, and then it’ll all become moot.
Thanks for the conversation. (Imma shut up now before I end up on some list.)
I am quite sure I’m already on a list. xD