How to Become a Data Scientist in 2024? (complete roadmap)

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  • Опубліковано 19 січ 2024
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    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 +10 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. Learn more at sundaskhalid.com All opinions are mine!
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  • Наука та технологія

КОМЕНТАРІ • 184

  • @SundasKhalid
    @SundasKhalid  4 місяці тому +38

    Thanks for watching! What are your thoughts on the future of data science career?

    • @yuriymazmanian9372
      @yuriymazmanian9372 4 місяці тому +4

      I saw a report from the World Economic Forum and it said that the demand for data scientists will grow until 2030. I'm studying to be a data analyst

    • @ernesta6705
      @ernesta6705 4 місяці тому +2

      I want to become a data scientist. I have done a bootcamp only on python with all the skills you mentioned 1 year ago and have projects on this. I like mathematics a lot but i sure need guidance from a professional like you on how to land a job in the field. I need to be confident to land interviews. Can you mentor me?

    • @ernesta6705
      @ernesta6705 4 місяці тому +2

      Future of Data science is expanding but why is there difficulty to break into for fresh professional.

    • @justforfun9998
      @justforfun9998 4 місяці тому

      I was thinking to jump in this growing field of data science but had no idea how to start. Now, I got track how to start.. this motivated me

    • @clerpington_the_fifth
      @clerpington_the_fifth 3 місяці тому +1

      I am no data scientist expert by a longshot, but I believe I know enough to say that it will be highly relevant for a long, long time simply because it involves the most prevalent thing ever that will never go away: information.

  • @user-mw8wq4ey6i
    @user-mw8wq4ey6i 4 місяці тому +164

    Everyone wants to skip the math but that is the most important and longest part of this journey.

    • @SundasKhalid
      @SundasKhalid  4 місяці тому +28

      That’s a great point. Math is def a prerequisite to machine learning and one must have solid match knowledge.

    • @knast69
      @knast69 4 місяці тому +6

      Imo, this is what makes data science unique. If you don't like maths then it should be a sign that maybe you should choose something else to pursue a career in.

    • @clerpington_the_fifth
      @clerpington_the_fifth 3 місяці тому +3

      It's the only reason I am interested in this field - that and it's interconnection with something generally a bit easier to use: computers.

    • @WhateverLahHor
      @WhateverLahHor 3 місяці тому +12

      Yup, I quit my engineering job and pivoted into data science. I spent about 2 to 3 weeks learning Python, and now I'm 1 month into learning maths for data science - Linear Algebra, Calculus and Statistics and I foresee myself learning for another month or two. Math is the most fun part in data science, imo.

    • @vineetbhardwaz6552
      @vineetbhardwaz6552 2 місяці тому +3

      Math and statistics are what draw me towards DS. In fact, stats has been one of my favorite subjects.

  • @okonalbert
    @okonalbert 4 місяці тому +112

    One statement struck me really hard and it's everything for me:
    "Coding is a tool, Learn the data science before the tools"
    We pretty much fall into this trap in the tech world, thank you very much

  • @WhateverLahHor
    @WhateverLahHor 3 місяці тому +38

    2 months into pivoting to data science after quitting my full-time job: I realised that math is everything and the programming languages are just tools to help you to use math in the digital world 😅

    • @iqrafatima5549
      @iqrafatima5549 2 місяці тому +2

      Hey, how are you learning, what resources are you using, can u tell me a bit as I also want to start

    • @user-lc8qo8hb3u
      @user-lc8qo8hb3u 16 днів тому

      What to do when maths is not coming?

  • @Sotoberi
    @Sotoberi 4 місяці тому +8

    Thank you for putting everything into perspective. I watch lots of videos where this terminology is bandied around, but often without context to other parts of the data world. You have clearly explained how the pieces all fit together and given us a path of logical progression. Excellent video!😃👌

  • @Humble233
    @Humble233 4 місяці тому +4

    Thank you Sundas! Started my journey about 1 month ago, and found this very helpful!

  • @h6rryl122
    @h6rryl122 4 місяці тому +2

    Best video yet. Very informative, great details. Thank you

  • @laasyakrupa9001
    @laasyakrupa9001 20 днів тому

    Making notes......so so helpful...thanks so much Sundas!

  • @isalutfi
    @isalutfi 4 місяці тому +5

    *Hi Sundas! This what I need. This video will be helpful. Thank you for sharing about how to become data scientist in 2024. Keep up! 🍁🌿*

  • @Aftab_Ahmad_ajk
    @Aftab_Ahmad_ajk 4 місяці тому

    Always helpful content. Thank you

  • @user-ie4ox1cg1m
    @user-ie4ox1cg1m Місяць тому

    Thanks for content 📚 📖 Self learning love this way

  • @SarojKhatri-ix2ul
    @SarojKhatri-ix2ul 7 днів тому +1

    Thank you for sharing such a great Informative video☺

  • @snekachandramohan8744
    @snekachandramohan8744 Місяць тому

    Highly informative and perspective 💯✔️

  • @colegreenofficial
    @colegreenofficial 4 місяці тому

    Very helpful video. Thank you.

  • @ambreen1692
    @ambreen1692 17 днів тому +1

    The amount of gravity & clear roadmap this video has provided is commendable. Thank you so much! This has solved my purpose.

  • @VarunMalik-mo6mr
    @VarunMalik-mo6mr 3 місяці тому +1

    Thank you for the content you are the best ❤️much love ❤️

  • @IamMACDANIEL
    @IamMACDANIEL Місяць тому

    This is amazing, you did a great job. I love you

  • @princeveer180
    @princeveer180 2 місяці тому

    thank you this video really helped me alot......

  • @jessicasidhu8366
    @jessicasidhu8366 11 днів тому

    One of the most realistic roadmap till date!!
    Loved it!!

  • @sbotros
    @sbotros 2 місяці тому +2

    Thanks for your insights. I'm an ex IT professional turned restaurant manager and currently looking for a way to get back to Tech.
    I'm still comparing bootcamps here in Canada and I believe the most 3 that stand out are General Assembly, university of Toronto continuing studies bootcamp (run by edx but also receiving a certificate by UofT), third is lighthouse which has the best reputation but it's not as recognized as UofT.
    Wish me luck

  • @futureworldhealing
    @futureworldhealing 4 місяці тому

    thanks for your data science videos

  • @SmellsLikeNow
    @SmellsLikeNow 4 місяці тому

    You are amazing! Thank you

  • @TesterRight
    @TesterRight Місяць тому

    Thank you so much Sundas. I am currently is an Android Developer and planning to switch my career to Data Scientist. I found this video very helpful. Your contents are amazing! hoping to see more videos from you .

  • @user-wp5qo6qg7q
    @user-wp5qo6qg7q 24 дні тому

    Thanks for your break down. I'm sort of breaking into this but more UX.

  • @slice8075
    @slice8075 3 місяці тому

    Thank you for this video. I guess one should enroll for a 2 years course to become data scientist and cannot be done in few months. I understand that now.

  • @Bangaruhimabindu
    @Bangaruhimabindu 4 місяці тому

    Much helpful video, tqs

  • @EthioCybrary
    @EthioCybrary 2 місяці тому

    It's clear and precise! Thank you very much. Could you please provide us with a tutorial on 'Applying Data Science to Cybersecurity'? We're interested in learning how to study Data Science in the context of Cybersecurity.

  • @IamIzharUlHaq
    @IamIzharUlHaq 4 місяці тому

    Good thoughts on this crucial topic.

  • @tensorthink
    @tensorthink 4 місяці тому

    You're sharing amazing knowledge regarding Date science
    I really like it
    This video deserves millions of views and likes
    Keep sharing amazing knowledge

  • @ashwinr8317
    @ashwinr8317 3 місяці тому +1

    Need How to land a job as Data Scientist because You cook UA-cam videos Crystal Clear. I like it.

  • @LauraAnna-vn7st
    @LauraAnna-vn7st Місяць тому

    Thank you so much

  • @user-gt9vb6xt9d
    @user-gt9vb6xt9d 4 місяці тому +1

    please kindly make a roadmap video for data engineering

  • @pH7Programming
    @pH7Programming Місяць тому

    Fantastic video 🎉

  • @ffaazz81al5
    @ffaazz81al5 4 місяці тому

    Your video motivates and encourages me because it tells a wonderful success story.
    Please explain to us in another video the most important courses or schools that help us obtain a data science degree in America, and the study will be online because I live in the Middle East.

  • @samiksha4524
    @samiksha4524 19 днів тому

    Thanks! 😘

  • @Chol_Ajak
    @Chol_Ajak 4 місяці тому +1

    Thank you so much Sundas Khalid for this inspiring video. I am in the process of becoming data scientist, however I have conflicting thoughts, now am pursuing my bachelor degree in sustainable development and also am interested in data science. How can I do that? Is there a way I can use data science to complement sustainable development?.

  • @user-rq9zl6nk6e
    @user-rq9zl6nk6e 27 днів тому

    Watching you for the first time, I found you awesome. I wish I could have discovered you a little earlier.
    Muhammad Mohsin from Lahore, Pakistan.
    Soon I'll be giving you good news about my career as a data scientist.
    Thank you, so much dear Mam, for your kind guidance.

  • @TechKnowledgeForYou780
    @TechKnowledgeForYou780 4 місяці тому

    Just Amazing.

  • @mahmoudtaalab5025
    @mahmoudtaalab5025 4 дні тому +1

    I will make a challenge with my self i will go with this roadmap and upadate every week until i get job or interview 28/5/2024

  • @lavanyalaali2571
    @lavanyalaali2571 4 місяці тому

    Very informative

  • @ravinderarya8531
    @ravinderarya8531 4 місяці тому

    Thank you so much mam

  • @siddhantkohli5063
    @siddhantkohli5063 4 місяці тому +4

    If you want to be competent in today’s market then you have to have advance knowledge of Statistics and Mathematics
    Because without these prerequisites you want be able to do even as basic bas linear regression

  • @AshYoutube-dz2qn
    @AshYoutube-dz2qn Місяць тому

    This is really a good video❤

  • @mansirai1243
    @mansirai1243 4 місяці тому

    Very informative video

  • @sathyama3945
    @sathyama3945 2 місяці тому +1

    Great video. But I wanted to know whether is there a channel for the Business Understanding and product development. Could you please suggest some resources it'll be really very helpful. Also a book for Statistics and advanced statistics

  • @Mr.SK_ER16
    @Mr.SK_ER16 4 місяці тому

    Hi..Is it lots of makeup on skin to make it red blushing or it's natural ?

  • @ashwinnair2325
    @ashwinnair2325 4 місяці тому

    thanks for the advice, can you give a ml engineer vs data scientist role work related video. what they do and how they differ?

  • @azmat1099
    @azmat1099 4 місяці тому

    I am in the process of becoming a data analyst through Career Foundry. The information you provided has been incredibly valuable. I was not aware of the importance of mathematics and statistics in machine learning until I watched this video. Thanks

    • @PDSREACTION
      @PDSREACTION 4 місяці тому

      is it only for us students?

    • @azmat1099
      @azmat1099 4 місяці тому

      @@PDSREACTION No, Anyone can sign up, but the promise of a job is only for students in the US, UK, Canada, Australia, and European countries.

    • @justforfun9998
      @justforfun9998 4 місяці тому

      Where do you see yourself after completing the course from career foundry? Is it worth for me to start the course of data analyst from career foundry? I have done my graduation in statistics and teaching statistics for the last seven years..

  • @faroozahmad1090
    @faroozahmad1090 4 місяці тому

    First Viewer of ur Valuable Informative Video kindly Guide me personally

  • @Tech_Enthusiasts_Shubham
    @Tech_Enthusiasts_Shubham 4 місяці тому

    please bring a session how to to do revision for data science concepts in a fast and effective way

  • @PPCCO.
    @PPCCO. 15 днів тому

    Perfect time.

  • @huzaifarehman5986
    @huzaifarehman5986 4 місяці тому +3

    Thanks for clarifying the indepth concepts of Data Science field, because many of the students think that python is Data Science.😅

  • @shirinnajdi1951
    @shirinnajdi1951 4 місяці тому

    Thank you Sundas, would you please make a video on improving communication skills for data scientists?

    • @SundasKhalid
      @SundasKhalid  4 місяці тому

      Thanks for watching :) I noted down the idea.

  • @serp_3nt79
    @serp_3nt79 4 місяці тому +1

    Please, just need some advice from you. I am currently a student of Data Science and plan on starting content creation to guide and educate people who are new to the field. What advice will you give me? Thanks!

  • @shubhamsharmaofficial04
    @shubhamsharmaofficial04 4 місяці тому

    Please share your all favourite resources to learn data science it really needed

  • @user-jl9hx4ub7b
    @user-jl9hx4ub7b Місяць тому

    Well said that “Coding is just an tool by which we can apply machine learning models to generate solutions”. Because we have to be a problem solver❤❤❤❤❤

  • @EmmanuelIlesanmi-fh9he
    @EmmanuelIlesanmi-fh9he Місяць тому +3

    Can I like this video, a billion times?

  • @janmuhammad5497
    @janmuhammad5497 Місяць тому

    Boom , you have done a great job and the ideas you provided so informative and helpful. One thig just want to ask, for those who above 40s, this road map is recommended or some other ways to swith or upgrade skills after 40 or even 50

  • @Chloe-no9yx
    @Chloe-no9yx Місяць тому

    Thank you for sharing your insights. Could you give an example where understanding the math foundation behind data science helps your day to day as a data scientist? The only time when I found math/statistics to be helpful is analyzing A/B test results. I still have a lot to learn but do most data scientists who aren’t AI/ML engineers apply the mathematical knowledge in their job?

  • @noemimimi1818
    @noemimimi1818 23 дні тому

    what about NLP? please Help, i am trying to decide between Data Science or NLP, are they the same?

  • @JKRProductions2022
    @JKRProductions2022 3 місяці тому

    I'm currently in school and was deciding specifically between Cybersecurity and Data Science. A lot of the problem I'm seeing is when I'm getting salary quotes people are talking about Data Analyst but quoting Data Scientist pay. A degree in Computer Science is a career change for me, so I'm not sure I have time to go straight into a master's program. Is there a way to go straight in to Data Science with just a BS in Computer Science? I'm also VERY interested in WFH, my mom worked from home from 97-17 for IBM as a Data Analyst. Is there a better path to get than either Cybersecurity or Data Science? I'm only in semester 3 of my post-bacc so learning now would be great.

  • @desmonderondu3967
    @desmonderondu3967 14 днів тому

    Do I need certifications to get a job - apart from the skill sets u possess and projects u've undertaken?

  • @stuffedsatire
    @stuffedsatire 4 місяці тому

    Sundas you recommend a lot of courses and projects to build your portfolio. If I’m just about to go to college is it worth it to seek a degree in data analytics, will that give me an edge in finding a job in the future?

  • @DrunkenUFOPilot
    @DrunkenUFOPilot 4 місяці тому

    How is the Julia language doing in Data Science? Did it get some interest but dropped off, or still too little known at this point? I find it fantastic for physics and math research, and it looks like a great tool for DS and ML in the near future.

  • @mohammedabdulla1496
    @mohammedabdulla1496 4 місяці тому

    Sundas, can you make video for current job market globally and also in America. And when will it be back to normal .

  • @raghavmaheshwari7293
    @raghavmaheshwari7293 4 місяці тому

    Could you please provide resources to learn Machine Learning

  • @user-kw3ov4rj6l
    @user-kw3ov4rj6l 2 місяці тому

    you are a wonderful person ❤ i was really desapear
    i have a question .. i study AI in my collea and the projects that i do using deep learning ,Nlp or computer vision so litteraly don't know what is called the job that i want to search about
    can i became a data scientist by using deep learning ,Nlp and computer vision or that is quite different

  • @svdfxd
    @svdfxd 4 місяці тому +2

    Hi, Ma'am! Thanks for the guidance on how to learn Data Science. Can you please let me know how much knowledge of Data Structures and Algorithms we need to clear interviews for roles such as Data Scientist, Machine Learning Engineer, AI Engineer, or Data Engineer at top companies?

  • @SalmanKhan-hj4sl
    @SalmanKhan-hj4sl 4 місяці тому

    Please make video on Data engineering roadmap in 2024

  • @user-yh9ln9mq2h
    @user-yh9ln9mq2h 19 днів тому

    Hey i am not scared of math but i am scared of calculus and I don't enjoy single second trying to do calculus! Do you think i can just pass in data scientist role with very small knowledge or no knowledge of calculus or i need to rethink my descision on becoming a data scientist?

  • @ni12907
    @ni12907 4 місяці тому

    Hi Sundas- can you do some machine learning tutorials pleasee? and python also

  • @cm-a-jivheshchoudhari9418
    @cm-a-jivheshchoudhari9418 2 місяці тому

    I have covered machine learning and deep learning concepts, i am also persuing my honors in aiml, and i have good enough understanding of statistics, not for being a data scientist should i persue data analyst skillset also (I plan to take the goole's data analyst certification)?

  • @Angelinajolieshorts
    @Angelinajolieshorts 4 місяці тому

    I am here after Codanics channel. He used your example and I search you.

  • @ninadnikam28
    @ninadnikam28 4 місяці тому

    Hey Sundas, Thanks for your very good review on Data Scientist. Really its gone clear all the pictures roadmap of Data Scientist. Sure It will help me understand and applying for the DS job role. Thanks!

  • @mdbelalhossainsanto6523
    @mdbelalhossainsanto6523 2 місяці тому

    How much 'Google Data Analytics' & 'Google Advanced Data Analytics' courses can help me to be a data scientist?
    Please, educate me.

  • @ola...o1009
    @ola...o1009 4 місяці тому

    What would it take to attain mastery in Python ? You helped me get past the fear of coding lol😅

  • @2BearTM
    @2BearTM 3 місяці тому

    Im a recent cs graduate with no work experience at all. My favorite classes were by far my senior classes on machine learning, databases, and data science. So i wanted to get a job in data science. Should I first try to get a job as a software developer or something similar first or should I try to shoot for being a data scientist. I've always enjoyed math so the statistics isn't an issue for me.

    • @BlossomBerry94
      @BlossomBerry94 2 місяці тому

      Me too and that’s why I’m doing DS bootcamp along with my degree

    • @iqrafatima5549
      @iqrafatima5549 2 місяці тому +1

      ​@@BlossomBerry94can you tell me more about this bootcamp? I am pursuing a degree in mathematics and want to do something along with it

    • @BlossomBerry94
      @BlossomBerry94 Місяць тому

      @@iqrafatima5549 it’s called TripleTen data science bootcamp. If you get referral you get 25% off the bootcamp. Let me know if you want referral code. I’m halfway thru it and enjoying it a lot

  • @shoukatmanzini-fs3lx
    @shoukatmanzini-fs3lx 25 днів тому

    What are you said about database?

  • @Pingsmingu
    @Pingsmingu 3 місяці тому

    Mam please help , am wanting to have a career change . I am from qa engineering background both manual and automation. How easy or hard is data science for anyone from my background

  • @akshat12467dubey
    @akshat12467dubey Місяць тому

    Please tell which university you studied from because I want to become data scientists

  • @black-ic4rg
    @black-ic4rg 3 місяці тому +1

    Is HTML, CSS, BOOT STRAP, JAVA SCRIPT, Still good for learn in 2024 I am very confused.

  • @varinderpalsingh7281
    @varinderpalsingh7281 24 дні тому

    Is it good for a experienced developer to switch to data science?

  • @user121304
    @user121304 4 місяці тому +2

    Is it worth to switch from frontend web development to data science?

    • @ashwinr8317
      @ashwinr8317 3 місяці тому

      Even I did the same ! I didn't face any issues

  • @raam0408
    @raam0408 4 місяці тому

    Is DSA required to crack the product based companies for data scientist/data analytics roles?

  • @CosmoStar_
    @CosmoStar_ 10 днів тому

    is dsa really required for data science jobs should i focus on dsa or not ?

  • @passportbro904
    @passportbro904 4 місяці тому

    I start my 3 year data science degree in april this year, but i already know python and currently building projects and learning sql, will this help me in my degree? Do i have to wait until i finish my degree b4 i start applying for jobs?

    • @hamamunashe
      @hamamunashe Місяць тому

      Yes, Python, sql, R & Ms Excel will help you.

  • @davidwarner1248
    @davidwarner1248 3 місяці тому

    please answer one question of mine - How likely is it that I get a job as a fresher in data science in Canada?

    • @clerpington_the_fifth
      @clerpington_the_fifth 3 місяці тому

      why limit yourself to location? data science/ml has plenty of remote jobs, even at entry level. better have plenty of projects to show for it though, no different than any other job.

  • @aaronyang8264
    @aaronyang8264 4 місяці тому +1

    Maybe it's not appropriate to judge whether the magnitude of laid off numbers toward data scientists is big or not. The absolute numbers vary greatly between different roles (such as SWE, DS, HR, ...), making it difficult to assess based solely on the laid-off groups.

    • @SundasKhalid
      @SundasKhalid  4 місяці тому

      That’s fair. There are far more SWEs than data science folks. The study is also dependent on self-reporting so could be biased due to that (like most self-reported studies) but that’s the numbers we have. If you have additional insights, would love to hear.

    • @remijinadu6467
      @remijinadu6467 2 місяці тому

      ​@@SundasKhalid❤

  • @andreasgamer6805
    @andreasgamer6805 4 місяці тому

    What do you think about the data science jobs and the AI? The AI will decreases the jobs in data science or no?

    • @clerpington_the_fifth
      @clerpington_the_fifth 3 місяці тому

      it takes people to create and maintain the ai intelligence, so it balances out.

  • @Cheeseballer69
    @Cheeseballer69 4 місяці тому

    I want to be a data scientist.
    is WGU a good option? I am in the process of enrolling but I am not exactly sure if I want to go this route. Please let me know someone thanks!!!!

    • @jamesm.3967
      @jamesm.3967 Місяць тому

      She isn’t your career counselor. 😂

  • @shubhamgattani5357
    @shubhamgattani5357 3 місяці тому

    6 minutes into the video and hitting the like button

  • @ankitamaheshwari5902
    @ankitamaheshwari5902 3 місяці тому

    How to become research scientist please help me

  • @user-ff8ww3nc6e
    @user-ff8ww3nc6e 4 місяці тому +1

    im study in 11 std my wish is to become a data scientist but i choose plus one commerce,everyone says to became a data science i choose computer science what can i do .please help me sister my biggest dream to be a data scientist

  • @ckhang
    @ckhang Місяць тому

    Do you think GoLang is worth the time to learn?

  • @paulmeek537
    @paulmeek537 Місяць тому

    Newbie here. I recently enrolled in Eastern University MS in Data Science. If anyone is familiar with that program your feedback would be golden

    • @ayushmita943
      @ayushmita943 Місяць тому

      Hello there... I'm a 10th grader and can you please tell me if you learnt coding before pursuing Data science? Thankyou

  • @chumbawumba1959
    @chumbawumba1959 2 місяці тому

    AI will put many developers out of work, so data analytics is the new frontier growth area for IT. Also Cyber Security is a key growth area.

  • @IT_with_Glitch
    @IT_with_Glitch 4 місяці тому

    You're an amazing Speaker for god sake, god damn it, my lord

    • @evelic
      @evelic 3 місяці тому +3

      Its called video editing.

  • @saliimmohammed9152
    @saliimmohammed9152 4 місяці тому

    being from a non-tech and non-IT academic and professional background, does it worth to spend time & money on Data Science study to get a better career opportunity?
    Edit: I could never love maths...

    • @clerpington_the_fifth
      @clerpington_the_fifth 3 місяці тому

      i do believe you have answered your own question, unless you find your current career more dreadful than math

  • @bagusakbar6278
    @bagusakbar6278 4 місяці тому

    Hi sundas, can a high school graduate work as a data scientist?

    • @clerpington_the_fifth
      @clerpington_the_fifth 3 місяці тому

      anyone can; all that matters is the knowledge to understand the concepts that drive whatever field it is you are looking to work in.

    • @bagusakbar6278
      @bagusakbar6278 3 місяці тому

      ​@@clerpington_the_fifth But it's not that companies recruiting data scientists have a bachelor's degree

    • @jamesm.3967
      @jamesm.3967 Місяць тому

      @@clerpington_the_fifthBaloney. I wouldn’t interview anyone without an advanced degree.

    • @clerpington_the_fifth
      @clerpington_the_fifth Місяць тому

      @@jamesm.3967 which proves they have a piece of paper rather than the skills you seek for the position you are hiring for. But hey, it's your business.

  • @hasnaindadu5566
    @hasnaindadu5566 12 днів тому

    Sundas khalid😮