AI Could Replace Data Analysts Soon
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- Опубликовано: 16 июн 2023
- Data Analyst Beginner Roadmap: learnwithlukas.com/da/
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I really didn't want to make this video, but I finally had to because AI will replace people, and without a proper understanding of how, there's nothing we can do about it.
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Data Analyst Beginner Roadmap: learnwithlukas.com/da/
I use Chat GPT everyday as a Data/BI Analyst. Since I am the only analyst for my department, I do not have any senior to bug with all of my questions. Chat GPT is perfect for this, I even call Chat GPT my senior at work lol I got GPT 4.0 and it is such an upgrade from the free version. It even tells you if your solution could be done in a better way and the steps to implement that solution. I am however a bit afraid of the Microsoft Copilot AI. If the data model is automated and built correctly with star schemas etc., it can basically create a report on its own, with conclusions based on dates, variables and changes... This is more than most humans I know could do.
I agree however you always need a driver for the tech. There are some things co pilot cannot do and different departments require different type of reports. I think we are safe for s while
Any idea of when Copilot is being released?
Yeah to think that we're only in the beginning of the AI revolution. It does look like say GPT 7 or 8 (or even sooner) can completely replace analysts
"How would it feel if your phone disappeared forever?"
I imagine something like the freedom and peace a heroin addict would feel if he was spontaneously sober and not addicted.
I get that feeling to be honest... I try to minimize my phone usage and it's changed a lot!
Thank you 🙏🏼
It doesnt need AGI to potentially replace your job. That can happen waaay before that
Keep it bro!
Thanks a lot and I know you'll be big in the future!
❤❤❤❤❤
Thanks 🔥
Any other ways to be more prepared and leverage AI beyond just chatGPT?
I am not particularly worried about AI. I relate AI to when WordPress became main stream. I fell into the trap of 'Wow...WordPress can do all these things
what do they need me for'
What I found out is that business people don't have time to build and maintain a website. They will need people to use the tool to build them websites and to help them maintain it.
AI will free up a lot of time for people to focus on other areas of making money. You, as a Data Analyst/Scientist/Engineer/Developer/etc will be needed to create and monitor the things the AI created. Even if what the AI made is perfect...you still will need people to understand what it is doing and be able to validate its work. AI doesn't understand intent...you will have to be the one to guide it
I agree with you, and let's keep doing the best we can and stay on top, AI or not!
super tutor on the computer
I have a question
AI will not replace data analyst completely but
But i don't find a need to have data analyst in organisations because
After the advent of AI data scientist, data managers can also do this work.
Or some organisations may have data analyst but just for some senior level positions only
There is no need to have Freshers for data analyst any more
I don't think that is correct. Because that would mean seniors would have to deal with menial work, which is something they don't want to.
@@Cussmem07 i hope so 🥺
I'm working with my agency who have hired AI developers and I feel like they learning everything I do to upload my consciousness to the cloud to have AI be able to do what I do. I have no idea whether this will be true or not but it absolutely feels like Paul Bunyon vs the Chain Saw. AI is coming whether I want it or not so I'm personally better served in the long run if I accept it and work with the AI developers instead of against them even though it feels like I'm helping to sharpen the blade that's gonna cut me. I don't mean to be alarmist, but I do think that AI has the potential to change the way DA's do business, just not sure how yet.
Now, on the other hand, I'm reminded of an episode of The Office where Michael and Dwight use GPS to go to a sales call and the GPS drives them into a lake. I still think that AI needs SME's to drive it, train it, and audit it to ensure it provides good, true, and useful results. I think that that is where DA's can somewhat expect to go. But I really don't know as only time will tell. Video killed the radio star; the automobile put out of business the horse & carriage industry; digital music killed cd's which killed cassettes, which killed records. I'm sure the list can go on and on about how one innovation replaced another and we're better off en masse for it but it still comes at the cost of change. Either change or get left behind, is how I see it.
Hello, Lukas. I'm a medical doctor wondering if it's a good idea to get into data analysis while being a physician, let me know if you think that could have a good outcome
I'm not sure how to answer this. While being? As work two jobs? Probably not. Work while learning? Absolutely
Why do you want to leave a profession that's far from being replaced by AI to a field that's more likely to be replaced by AI in future? You can certainly study data science and maybe make some cash as a side gig, but i don't think it should be done at the expense of your current job.
I would 100% not recommend completely leaving being a physician to be a data analyst. If you don't like being a physician, I would suggest finding a good interdisciplinary field. Learn more about data and AI to build diagnostic models that can come up with a diagnosis for a patient based on certain symptoms. You don't have to leave your field and start from scratch in something brand new.
There are n number of applications of analytics and AI in the healthcare field, it's one of the most in demand interdisciplinary field imo and the possibilities are infinite.
Love the video, but I have some thoughts. Mind you, this is partially copy-paste from a comment on another youtube video I responded too, but her video was way more unrealistic, as it was based on 2 fallacies in her rationale:
The Main Fallacies in Logic people make when considering if Analysts are replaced: Exponential increase of capabilities of Ai, as is your assumption that Critical Thinking and 'Creativity' are a safehaven for replacement by Ai. This is a kind of 'human exceptionalism' thinking, the idea that Human intelligence has properties that an Ai could never copy. Let me explain.
This is the fallacy in reasoning that almost everyone who doesn't think this is actually happening is falling into. Both Creative and Repetive Analysts will be replaced. The idea that because they need 'critical thinking' is making her impervious to replacement is a big, big, big mistake.
Transformer LLM's are specialized at pattern finding, and they are much better at it than any human, and the pattern finding is the foundation for what you consider 'creativity' because it's that 'creativity' that allows an analyst to find patterns that weren't identified before, which is what makes her good at her job.
Thus she will be replaced, because what you think is 'creativity' or 'critical thinking' is actually foundational feature of current generativeAi models, and it scales perfectly with Dataset and computational resources, so it's not a matter of IF but a matter of WHEN.
You assumed at the start that AGI would be game over, but that's not true, there's a big, big category below AGI that still would mean Analysts have no reason for existing (not human ones anyway) an AGI would be a consciousness that can do anything a human can, like ride a bicycle, or a car, or eat an icecream (if it had a stomach) etc.
None of that is required for the perfect Analyst. An A.I. can be created, that is not conscious, but has enough semantic capabilities, that it can perfectly simulate a Human analyst in how it responds and interacts, it has enough creativity (basically brute force computational power) to find novel ways of interpreting data (which is basically just pattern finding) that it can easily out perform a human's ability for critical thinking and creativity.
Ai has gone from scoring 26% on Medical Licensing Exam in early 2022 to score 86% in February 2023.. That is nearly 4X increase in performance within 1 year.
Human doctors only score a 94% at best, but Ai will score 100% a 100% of the time within a year.
People need toStop thinking they're special because they're a sack of meat and water... Ai will replace you.
It's not a bad thing. We will have UBI and everyone will be free to pursue their passion, but first economies will collapse.
I'm just training to be a data analyst and now this?
Did you watch the video? :)
I'm a data analyst and I can assure you that in my experience no machine can do my job 😂. By the way I use chatGPT everyday to facilitate my job
Me too, on Dataquest, I was really frustrated today because I got stuck on a section (I'm still stuck BTW), and then I saw this now (it's nighttime where I live) and I'm like 🥴 right now.
@@followyourideas Could you tell us why you think it wont?
Switch your career path quick
Well, unless AGI can run an entire business or government operation all by itself without human intervention, I don't see this negative scenario. I see AI as a tool to boost human productivity. Imagine a data analyst who can increase their output by a factor of three or more. Same with other occupations like accountants, copy writers or graphic designers.
In addition, if billions of people don't have a job or career, how can they purchase the products or services made by all these companies? Sounds like a race to the bottom to me. Greed always winds up shooting itself in the foot.
There may be a need to really consider Universal Basic Income to act as a safety net in case automation does in fact replace millions of jobs, and people can still keep a roof over their head, clothes on their back, and food on the table.
Will you trust only AI to manage a multi billion dollar company with a department with millions for it's budget?
Lot of investment companies already do that with trillions
First to comment...😊
Congratulations?
It's absolutely wrong... AI will doesn't replace Data Analysts
shant reh gavar it can replace it is ai
why
@@riizhan_it might but we don't want it to happen cause we need the jobs haha
Any other ways to be more prepared and leverage AI beyond just chatGPT?
Absolutely, that's a good topic for a longer video
@@learnwithlukas Cool, hope to see it soon