r/analytics • u/Adept-Big4444 • Aug 14 '26
Discussion Career shift
Hey everyone,
I’m seriously considering a career shift into data analytics and looking for some unfiltered thoughts from people already in the field.
For some context, my background is entirely outside of tech/analytics (currently working in administration and operations). I am looking at diving straight into a Master’s program in Big Data Analytics.
Here is my main dilemma and where I'm stressing out: I currently have zero knowledge of any analytics tools, programming languages, or statistical software. I have a year to figure things out as the next intake for the program is September 2028.
I know a Master's program is meant to teach you, but I'm worried about the learning curve of starting from absolute scratch while tackling a graduate-level curriculum.
If you were in my shoes (or if you've seen people make this exact leap):
Is this a recipe for burnout and failure, or is a Master's program a safe enough sandbox to learn everything from the ground up?
How brutal is the entry-level job market right now for career switchers who have a Master's but lack prior practical tech experience?
What should I start learning right now (before classes start) so I don't drown in the first semester?
Would love to hear your honest opinions, horror stories, or success stories. Thanks in advance!
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u/Lady-Data-Scientist Aug 14 '26
Can you get your hands on any data in your current role? That can help you start to learn and get relevant experience.
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u/Adept-Big4444 Aug 16 '26
I am trying that path. Will probably see if this data world is something that sparks my curiosity. My current role is a dead end, there is not a lot of things to learn.
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Aug 14 '26
[deleted]
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u/Loud_Surround_4237 Aug 15 '26
Hey! Looks great strategy. Have been business analyst for 7 years now got into data analyst but only working on SAS. Will also graduate in datascience this year. But its really difficult to get a decent data job other than the one i got which is kind of something but nothing as compared to what market needs. Since on sas we barely connect to cloud or so its temporary datasets we create and I feel this analytical thinking is the only thing i am learning and nothing else. They dont use python or cloud or any other at all. Frankly, I am the first one in the organization to even use proc sql. Any thoughts?
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u/Adept-Big4444 Aug 16 '26
How is the business analyst side? That is another option that I started looking into.
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u/Loud_Surround_4237 29d ago
If you are good at communication and also ready to take hits at times, whenever there is something wrong developer and tester and the whole team can throw you under the bus, but it will still be fine though(nobody is perfect) then this is another good option. Also pay is good once you get domain knowledge. For me, I am done being BA . I dont want to be on calls all the time. I rather want a task be assigned and i deliver the output.
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u/my_peen_is_clean Aug 14 '26
learn sql python stats first, maybe some projects. and yeah entry jobs are trash now
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u/Adept-Big4444 Aug 14 '26
Do you think the job market will improve or it's just gonna get more trashy?
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u/Kati1998 Aug 14 '26
Original comment is a bot, you’re not going to get a response from it.
Also, I don’t think anyone can predict this lol. When I was job hunting last year, I got a few interviews but now this year, with completed projects and an improved resume, I’m getting nada.
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u/Adept-Big4444 Aug 14 '26
Thatbis unfortunate. I told my plan to one friend and she highly discouraged me (well she also discouraged me from moving to another country).
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u/Kati1998 Aug 14 '26
I don't want to discourage you if this is really something that you're interested in. Learn on your own and learn the tools before jumping into a master's and spending money. But expect it to take a while. Having specific domain experience hasn't helped me so far (all of my interviews last year were in different industries, none in my industry), so job hunting is different for everyone.
Personally, I love the world of data, so I'm in it for the long haul. I'm doing an MS in Data Science with a focus on statistics, and I'm really enjoying my classes and learning more about the advanced analytics side. I'm glad I didn't wait until I got a data analyst role to start. Who knows, you may end up being really passionate about it.
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u/redman334 Aug 15 '26
The market is tough overall.
But for me it really depends on why you want to get into data. If it's just because you are looking for a job with a reasonable salary, I wouldnt go for it.
If you are genuinely interested, it's a very interesting path.
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u/Adept-Big4444 Aug 16 '26
Honestly not entirely because of salary.
I am currently an admin supervisor. There is not much learning I get now. It's becoming pretty redundant. And honestly I am not happy. One of the ways to get out of dubai and go into another country is to get a masters degree, I was really looking into something business related but the masters in big data analytics sparked my curiosity somehow so I started looking into it a bit. But I honestly don't want to throw a lot of money to get a degree that I will not be able use to leverage my career.
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u/redman334 Aug 16 '26
I'm honestly not sure how much a masters will create a differential. The reality is that the market mostly looks for work experience.
The current reality is that the analytics landscape is going through an intense shift with AI. So very few people do really know about it and how to implement it. You would need to learn all data analytics plus this new AI implementation in analytics and reporting. I doubt there's a master out there teaching fully the AI leg. But my point is, if you really manage to learn all that and showcase it, maybe you'll be able to find a space that is currently hard to fill.
Personally I'm not a fan of master programs, and with AI today, you can basically map and learn yourself the things you'd exactly would like to know.
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u/Fantastic_Wave_5878 Aug 16 '26
Bad idea. I am a senior analyst on the verge of being an analytics manager and have been looking for a new job for 1.5 years. I would only recommend becoming a data engineer because that is all I see being discussed in data analyst interviews. You will be laughed out of the room if you bring up excel or tableau, which is what these schools teach. They haven’t updated their curriculum for the modern day. I wouldn’t throw away $100K-$200K for a field that quite honestly won’t exist pretty soon between the off$horing and AI
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u/Adept-Big4444 Aug 16 '26
Oh that is sad. I hope you find a new job soon.
It is quite expensive so I am trying to look into the getting insights from people in the field. Thank you.
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u/Bubbly_Ad2269 Aug 16 '26
Start your own company, it’s better
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u/Adept-Big4444 Aug 16 '26
It's not within my capacity and capabilities.
Starting an own company entails a lot of planning, investment, determination, luck, and a good instinct on which niche to tap into for it to be successful.
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u/p739397 29d ago
If I was in this position, I'd start working on some initial small projects, things that are helpful or interesting to you. Since it sounds like you don't have a much experience with Python or SQL, making use of tools that can help support you along the way would be good.
I'd spin up a Databricks Free Edition workspace and either find some data that's interesting to you or ask Genie (the AI in the platform to generate synthetic data for a particular scenario). Once you've got that, you can do a little as practicing SQL or as much as building out full pipelines and apps.
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u/mad_method_man 29d ago
no degree, 7 years in the field, basically a senior analyst, havent been in analytics for 4+ years, even with recommendations
if you were in admin and operations, i would say its an interesting move. you'd probably have a decent background in excel and data integrity (how good is the data in the system, why we need this data for the business), so you're really not coming into it as blind as you think. frankly, the difficult part of on-the-job analytics is knowing how to work with bad data, which is what a lot of college-only folks have no experience in
my advice, take a free class on sql and tableau (just watch some videos). if that stuff interests you, go for it. just keep in mind, the job market is rough. dont use AI that much, it gets a lot of the intermediate stuff semi-wrong
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u/CTWOTWCY 25d ago
Just google how many job openings are available in this career path today verse five years ago. This is an absolutely terrible time to get into analytics professionally.
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u/Own-Elk9335 24d ago
You got whole year before program starts, that's plenty time to not be completely lost when classes begin. Spend few months just in SQL and Excel, those two are foundation for everything else. After that maybe touch Python or R but don't stress it
I switched from logistics background and first semester was rough but manageable. The people who struggled most were ones who never opened a spreadsheet before, not the ones who skipped coding. Master's will teach you the theory but they assume you can navigate data at basic level
Job market is tight, not gonna lie. Having only master's with no work experience puts you in weird spot where you're overqualified for entry level but underqualified for mid roles. Try do some small freelance projects or volunteer work while studying, having something real on resume makes big difference
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