Should you become a Data Analyst to become a Data Scientist?
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- čas přidán 16. 07. 2024
- Is data analyst a pre-requisite to become a data scientist? In this video, we are discussing common skillset between the two roles and what makes them different. What do you think? Share in comments if you think data scientist should first become data scientist.
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0:00 intro
0:37 data analyst & data scientist skills
4:54 which career is best for you?
7:09 misconceptions in data science ladder
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ABOUT ME
I'm Sundas. I'm a self-taught data scientist from a non-tech background, currently at a FAANG company. I have been in the industry for over 8 years spread across two big tech companies. On this channel, I share tips for people interested in entering data science with the goal to democratize knowledge and make complicated topics digestible for everyone. All opinions are mine!
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#dataanalyst #datascientist - Věda a technologie
Thank you for the video! I’m a data analyst and I realized that I would enjoyed more being a data analyst rather than a data scientist. With data analysis I can deliver value quicker for the business, responding hot topics with more agility when compared to data science, it is easier to impact the day-to-day decisions, besides that, I don’t need to have all the advanced knowledge in development and modeling, which are more technical and could take my attention of the business, which is what I like the most. As always, there is a downside, being a data analyst my salary is lower and despite generating value quickly, it is not always the most impactful when compared to the data scientist deliveries.
Very well said, Ana! At the end of day, you want to pursue something you get excited about and can do over and over without getting bored. Money is important too but you have to enjoy what you do else it'd be hard to sustain a career in the long-run. I am so glad you found your passion in data analytics and are pursuing a career in it.
I totally have same pov on this.
@@SundasKhalid mam, I am 20 yrs of old. Can I start my coding journey.
@@myvideos9930 I am 24 and I just started this July
I'm structuring my learning path of progressing from data analyst to data scientist. I don't disagree with your presentation that the analyst step is not a necessary step, but it seems to me that analyst to scientist is a legitimate pathway. Basically, the data scientist has to know everything the analyst knows plus more things. It seems like a logical progression.
I agree! This is the pathway I am also pursing as I am trying to get myself a business analyst or data analyst role to get that much needed work experience.
I’ve watched a lot of your videos and always appreciate your insight but thank you for this specific video! I am a data analyst who started a data science certification and realized I didn’t enjoy it as much. Appreciate the validation that data analyst end game doesn’t have to be scientist
Very Informative Video! Thanks for sharing. I was a data analyst and am now a data scientist. I highly agree that the data analyst role is not a prerequisite to getting a data scientist position. However, entry-level data scientist positions sometimes require some form of data analytics experience from the candidates. In such a case, a candidate can be benefitted from the data analyst experience. The best message is that each role can grow in its own area. Both data analysts and scientists can grow from entry-level to senior positions and eventually build and manage their own teams. Please share more videos like that
With a bachelor's in commerce, can I become a data scientist?
Thank you for the video! In Industries people are still considering the same job description for Data Analyst as well as Data Scientist. And as per the requirements they are assigning the roles. In my journey also I have face struggle getting in to Data Science as upper leadership are telling to get experience in analytics first and then advance analytics. So the concept is differ from industry to industry.
Thank you for the video. I’m actually facing the same conundrum, I want to start as a data scientist but finding a job in that field is very difficult, specially when you don’t have a master. I have already done some personal projects in ML, computer vision and even NLP. But still, a career advisor told me that since I only have a bachelor in IT and some experience in BI it might be better to start as data analyst, some other people suggested me starting as a data engineer.. it’s confusing
hi😊
where r u now?
Thank you for the video! Please post a video on time management, Multitasking. Your tips and tricks!
All notifications related to your videos always gives me excitement!!
That makes me so happy. Glad you like the content :)
I really love to watch this one as I am doing the same by first achieving data analyst and then move forward as it's almost impossible to get data science internships from where I belong.
Wishing you all the best!
Such an informative video. Thank you for clearing many of my doubts.
This is perhaps the most useful video I have seen on this topic. Thanks as always Sundas. One question I have though is as a data analyst what would one need to do in order to become a data scientist. You did briefly touch up on this but a more detailed explanation would be helpful.
Pre-requisite no but I do think being a data analyst or business analyst are really good transitions into data science since a lot of companies are looking for someone with years of analytics experience (some requiring specifically data science background using ML and statistical analysis). That’s probably my biggest hurdle getting to become a data scientist is not already having the experience companies want so trying to use transferable skills from my analytics background is the only way I know to make this pivot to a data scientist as well as formal schooling (getting a masters)
Agree with this :) sometimes for transition into the data science field it's more about tapping into your transferrable skills that could be differenciator and lead to data analyst role as a bridge, the long-term learning path can still be data scientist. - a data scientist here and career coach for womem in STEM transitioning to the field
From my experience, excluding research data scientist and ML engineers, companies named the role interchangeably. Always get an idea of what the role will be like when you apply
I have to say that you made this doubt crystal clear for me.
I am in data analyst role and we also do complex modelling so we do have to understand advance level of statistic/ math. We also use predictive modelling that can then feed into ML. It’s all depending on the role I guess and the industry. Some of my friends call themself data analysts but they use only excel and and PowerPoint……
Well, as you have nicely highlighted in the video... Both the streams though similar to some extent aren't the same in their entirety.
But one downside which I have seen for the newcomers or aspiring data scientists is the fact that companies demand professional with 3-5 yrs of experience working with data for the post of Jr Data Scientist (which is like totally unfair)
And it is in the wake of this that many newcomers have to spend the initial years as a data analyst so that they can apply for these posts.
The recruiters themselves have no idea as to what to look for and have crazy expectations from the newbies applying for the job (which isn't possible for a newbie)
This video was helpful. Currently working as a data analyst trying to transition into Data Scientist roles.
That's awesome. Wishing you all the best in your data science journey.
Thanks for sharing 👍😊
Thanks for watching!
To sum it all up, if you want to answer a lot of questions, then you'll make a good data scientist. And if you want to answer just a few questions with high accurancy, then go for statistics. And if you don't know how many questions you want to answer, then you're most likely to be a data analyst. :D
Thanka Sundas for this video, my opinion is for career transitioners with extensive experience doing data analysis in another role like bioinformatica consultant, and want to switch to data scientist, I think they can leverage their data analysis and communication skills to get a data analyst job first and then switch to data science.
All of your videos are very informative. Thanks mam
I am so glad you find them helpful. Thanks for watching!
Thanks for providing such valuable content, I am from India. Thanks you
I initially thought being an analyst was a leg up going in the direction of data science. However, since researching data science I see clearly that it's not a pre requisite. I belive becoming a DATA SCIENTIST will provide me the skills and resources to benefit urban communities where people are at a disadvantage and need not to be left behind as technology continues to evolve. I will be digging through your material to become a self-taught Data Scientist!!!
I don't think DA is a pre-requisite for DS too but given an average person who wants to break into a field, do they have other options? I'm talking about the people who have no internship experiences in the field at University, they cannot apply for a DS role directly on their own. Therefore, their only option is to become a DA first
But I'm really interested to know if there are any other roles that closely resembles data scientist roles that also accept entry-level candidate? I know you were a Data Engineer before becoming a DS, is this a good option too?
I like this comparison. It is also a crucial difference for employers to know, so that they can hire the right profile for the job.
Hmmm, so I agree with you on the point that I don’t think data scientist is the natural next role for a data analyst.
Where I veer off though is that it feels like it is…the average salary of a data scientist is roughly equal to if not more than an average senior data analyst (looking at Glassdoor and coursers). With the compensation structure like that it feels like the market values their skills more and incentives pursuing that kind of work. 😬
I've just started the Google Data Analytics certificate and I want to start the IBM certificate later this year, do you think this will be enough to land me a job (obviously after making some type of portfolio) ? I have previous experience in IT (two CompTIA certificates) and I was previously enrolled in college for software development, so I have some organized programming experience.
It was always a huge question for me also when I have started my my learning for data science...
Hope you got your answer in this video.
I'm a singer-songwriter and pulled towards data science because of its ability to investigate patterns and truth and express them in ways considered to be more serious than arts. The investigative aspect reflects more with DS, but the expressing part is more align with DA. I don't know what to do.
This is kind of my concern too, but I want to work in the music industry with knowledge on how to identify trends, investigate & predict more info. And I’m a little confused as to where to start. I hope you get a response 🤞🏽
hi! im glad i found your channel, it really is a goldmine of information :) i was just asking for some career advice. i am currently a sociology undergrad student who wants to get in the field of data science/analytics. i’ve looked at career prospects for this field, and i can only find business related things which don’t really interest me. i want a career where i can solve social/public health problems with data science. is a field like that possible?
Its data you can use your medical field data isnt it its data work with data whichever excitesu businnes excites me so i can be come business analst you can go for pharmaceutical companies
Can you tell what steps are to be taken for learning data science like from a complete scratch?? Which type of tools to learn from A to Z and and what to learn in maths and stats??
Thank you sis
Thank you. Your video is very help in my decision making process. And No, being a Data Analyst is NOT a prerequisite for becoming a Data Scientist.
always enjoys as well as learn somthing from your video. thanks ma'am. pls do more videos
very nice
Which country are you from? Because in the US, I'm told that there's almost no Entry level Data scientist roles available, especially for someone transitioning to this field without a degree in CS or data science. All Data scientist roles ask for minimum 3+ years of experience. I'm not sure how you get that if we are just starting out in this field.
Iam just getting into my internships and you just came up with this ...i thought everybody needs to gain experince as a data analyst to finally become a data scientist.....but i do think being a data analyst... gaining some industry experice would be good to go right? its okay right..😅
Hello Ma’am, please I need your help , how can I talk to you ? I’m following your channel from the very beginning but really I’m confused from where I can start ? I have a ms degree from mathematics but I don’t know anything about programming language. I want to be a data analyst or data scientist but I really don’t know where to start ? Should I apply for another ms degree in data science or I just can some online courses? please please answer me
Qhat do you think about a "Information Science and Data analyst" degree?
Can I really do some projects on kaggle as an amateur when I do not know nothing about DA and DS?
Sir I'm btech in civil engineering 2015 passout and having working experience of 4 years (2015-19) thn i left the job and starting preparing for government service but after 3 years of preparation I couldn't get through....now i m 29 years old and I want to switch my career in private sector ....pls sir suggest me ki mai DATA ANALYST ke sath jau ya KISSE aur skill ko seekh lu jisse muje achi job mil jaye...pls reply..i really need ur advice
Now-a-days the field of Data Science has become so matured and competitive that securing an internship position requires a lot of analytical and predictive skills. And most of those skills cover the Data Analytics skill sets i.e., SQL, Python, data mining, big data, spark, hadoop, applied statistics etc. Some of the job postings also require having experience in Data Analysis too. So whether it is a pre requisite or not, to secure an entry level position in data science field one has to know all the skillsets of a data analyst except the visualization part.
I disagree about on thing. Data science is super new and I don’t think majority of business have it all figured out yet. I often see job adverts asking for way too much for an entry level jobs. It’s starting to hurts this field as so many talents are moving away due to the workload and crazy expectations.
Can you describe the difference between bussiness intelligence and data analyst?
hi di I have completed my 12 I want to become data scientist but what should I do now plz reply
I would say, if you can't sit without a job at home and have less time to study than go for Data Analyst. First grab the job and side by side prepare for Data Science.
If it were so easy, then everybody would be doing it. Good luck, mate!!!
I am pursuing data science course , which will have specialisation in Data Analytics , Buisness Analytics, Deep Learning ,NLP, Data Engineering
I am from non coding background,getting the job is my top priority, i guess taking up Data Analytics role to start with will be helpful,and side by side i can learn Other specialisation and make a transition. what u think mate?
@@Amity024 From my point of view, it would be a wise decision.
@@Amity024 amit ji
I am confused rrgarding my carrer bro
DA vs BA vs DS
Which should i go with
@@devashif995 if u fresher start from small if your preference is job and wants to get early job, and if you want to solve problems then do anything and keep looking for jobs in the particular field.
All 3 areas will require you to continuous learning even when u doing job , so thats how it it. If you are experienced then u can try BA
if you good in coding then try DS (but if not good in coding then also u can learn coding and try in this)
Ma'am I recognized you from a Video Lecture posted on Google Data Analytics Certificate. I am currently on my second last module which is all about R programming. What do you recommend I should pursue after I am done with the course? How should my learning curve look like? Or what courses I should pursue to gain more knowledge and skill before starting my next job as a Data Analyst?
its not, working as DA gives good foundation to DS, I guess. Please also compare BA and DA
Yes.. but it's not common enough to have a data career path that is distinctly in Analytics so if you are a Data Analyst and want to make more money, your company's next role up might be Data Scientist (or go into strategy/management). Some companies now have Business Intelligence Engineers or Data Scientist, Analytics roles that solve that problem but they are not common enough yet imo.
I agree I do t think majority of business have it figured out yet. Also, there are some overlaps between these two roles especially when data analyst is required to do modelling and coding.
To download soft soft is the download free or do u have to pay for it?
I have associate degree in computer science and I'm about to start google data analysis certificate is that enough to get Mr an entry level position as data analyst?
Hi Sundas! I would highly highly recommend you to check out programs by Analytics Vidhya and review it. Do let us know what u think about these programs
mam i have a question as is that data science difficult to learn??
Can Anyone suggest me to where to do the course ???
TO cap it call, everything is helpful....
want to advice from you , as well i'm from Biotechnolgy background and fresher (Non-tech).
but in between covid era I've got intrest into crypto and blockchain projects and investment . I have skills related crypto project analysis so what is your suggestion for me should i need to go first as a DA OR DS
From where should I start? I have enrolled myself in Google data analysis certification. Is it worth it?
Do we need any 4 years bachelor degree or 2 years Master's degree to become a data analyst or data scientist?
hello mam my name is Kunal Tiwari I am in my last semester of B.Tech+M.tech Biotechnolgy domain I did my dissertation in IIITD in which I did coding for first time my topic Deciphering The underlying logic of Olfactory-Odorant receptor Interaction In invertebrate using machine learning Methods I enjoyed a lot so I want to do carrer transition in data science can you tell me what skills i Learn from start and get hands on experience all skills Like python,R ,SQL
Can i transist my career from data analyst to data scientist
Thank you so much for this Video now i get more clarity about the skill set i need to focus to become a data Analyst , I'm non IT background B.com Graduate currently enrolled a Google Data Analytics Program Could you please confirm should this course worth it for me.. and one question always in mind can i build a career in Data Science through online learning is this actually work for Beginner.. please confirm @Sundas Khalid
Hello mam how to find data analyst job i applied job portal but they didn't response me
But how am I suppose to do these projects without any knowledge…
Hi , thank you for sharing the detailed information
Actually I'm a maths and stats graduate working in sales from last 7 years , planning to learn data analytics so which course should I choose msc in data analytics or MBA in data analytics??
Please advice on that
It depends on the curriculum of the both degrees. If I have to take a guess, I'd say MBA DA would be more business focused, so it's up to you to decide what you want to pursue. I would suggest going through the curriculum of both degrees and getting feedback from someone in the industry
Ok sure,I will check. thanks for the information.
I had done my data analytics course but now I'm working as software engineer . Is it possible to switch from software engineer to data scientist??
Yes, it's possible. I'd suggest watching this video where I discuss Applied science role, which might be what you are looking for: czcams.com/video/Vk2tuJ683JU/video.html
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data analyst is not pre-requisite of data scientist, but a data analyst can become data scientist with some more learning right?
can bsc biochemistry students to become a data scientist mam.....is there any possibility
I am 35 years old and have quit my Business Analyst Job to become a Data Analyst. It has been a month since I left my job and sometimes it feels like I am too old and I failed. Am I really too old to start over as a Data Analyst ?
No you are not, just keep one thing in mind learning has no age, and you should always keep learning, i am 24 years old and i have done my Graduation from Mechanical Engineering, i got interested in learing data science so i am learning it now,
You have worked for Business Analyst atleast you have that experience you can easily do data analytics ,you just need to learn skills what data analytics requires . No one fails ,they learns in the process and if u think u failed just stand up again and fight again.i also failed in getting a job,but still trying to learn new skills. (telling what i feel )
@@Amity024 thank you for motivating.
As a BA you already have a good set of skills to build on, plus the industry experience that many employers prefer
data scientist vs machine learning engineer differences plz ??
Good suggestion. I did a short video on this on Instagram and will possibly do a longer one for CZcams. Thanks for the suggestion.
I saw you on the Google DA course today and I was like "OMG, I know her" 😂. I’ve watched a lot of your videos and always appreciate your insight. Thank you so much!
Haha love it. Hope you liked the course!
Beautiful and intelligent. The perfect woman
What about Business Analytics?
That seems to be the route I am going. I would say doing anything that involves any sort of analytics and getting in that much needed work experience will be of the biggest help. Once someone is employed in a data analytics field, then they can worry about advancing their skills to become a data scientist. I would say trying to jump straight into a data science role especially if you are coming from a non-technical background would be like hoping to hit a grand slam your first time up at bat.
I would like to be a Data Analyst. Could you please mentor me or is there a any viewer who is willing to mentor and coach me through? Thanks.
Please make a video on how to become data Engineer ASAP
(Resources also)
I will add it to my list but it won't be soon as I have a backlog of videos to go out. You can check out @SeattleDataGuy who has solid cool resources on data engineering.
I did BS Mathematics and now what should I choose data analyst or Data science. Which one is more related with Mathematics.
Both are related but data scientist required a advance skills then data analyst
100k subs this year
What about a Data Engineer?
I will do another video on data engineer to data science. Thanks for the topic suggestion.
Hello!☺️..I am watching your videos now, when i searched about data scientist, i have found your videos, All your videos are useful & nice 👍🏻.
I am a +2 completed student, i need to become a data scientist. Please help me by saying which course to choose. 🙏🏻
Amazing! I am so glad I showed up in your search results. Have you watched my latest video? it's about data science roadmap.
@@SundasKhalid your videos are useful 😊.I have watched all your videos including last video.
Ma'am , my only doubt is which subject we should choose for degree ?...
As far as i understand data scientist term, it is an umbrella term just like full stack developer, FSD consist of front end and back end.
Like-wise the data scientist is the one who can do analytics, builds ML models and understands the business context of it
data science is the umbrella term and data scientist is one of the job families within. It's true that a data scientist could potentially do data analytics work but that's not the best use of their time. I did a video on data scientist role segmentation which you might find interesting: czcams.com/video/1HAfmJ7mpYo/video.html
What exact domains do I need to know completely before appearing for the interview for a data scientist position at Google?
For example, do I need to know DSA? How much Python do I need to know? etc.
If possible, plz make an elaborate video on this.
I can't speak to Google interviews but you can watch my interview prep framework where I share my process for data science interview prep: czcams.com/video/Ys2V85UMpjs/video.html
This explanation is fungible 😂
Top 5 CZcamsrs to learn programming....
Please tell me I want to talk to do you have any emails address so I can send you email. I really don’t know anyone who can help me with this. You have been very helpful from the start love your channel