title
Overview, Review and Study Tips - Google Data Analytics Professional Certificate (condensed version)
description
Edited TLDR version -
Live session where we'll go over the Google Data Analytics Professional Certificate. I'll give you my thoughts on the certificate (spoiler alert: I think this is such a great program) but I'll go into specifics on why it's such a great program and give you my tips on how to get the most out of this program and set yourself up for success so you don't just give up after a month :P
đź”—Affiliates
========================
Google Data Analytics Certificate:
https://coursera.pxf.io/5bD1vL
My SQL for data science interviews course (10 full interviews):
https://365datascience.com/learn-sql-for-data-science-interviews/
365 Data Science:
https://365datascience.pxf.io/WD0za3 (link for 57% discount for their complete data science training)
Check out StrataScratch for data science interview prep:
https://stratascratch.com/?via=tina
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Timestamps:
00:00 Agenda
01:07 Certificate Overview
02:42 Course Breakdowns + Reviews
13:28 Capstone project and why you should definitely do it
15:53 Can you really get a job after completion?
18:58 How to stand out
20:46 How to set yourself up for success (especially if you have laziness problems)
30:02 Who benefits the most
31:22 Who is it not for
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Other videos you might be interested in
How to learn data science in 2021:
https://www.youtube.com/watch?v=Axu4tJl8gbM
The resume that got me into FAANG as a data scientist:
https://www.youtube.com/watch?v=vx-x-yXXE9I
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Subscribe: https://www.youtube.com/channel/UC2UXDak6o7rBm23k3Vv5dww/?sub_confirmation=1
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Real SQL interview question walkthrough series:
https://www.youtube.com/watch?v=Td-cmLfQ7uU&list=PLVD3APpfd1tuXrXBWAntLx4tNaONro5dA
Check out StrataScratch for SQL interview prep:
https://stratascratch.com/?via=tina
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About me
Hi, my name is Tina and I'm a data scientist at a FAANG company. I was pre-med studying pharmacology at the University of Toronto until I finally accepted that I would make a terrible doctor. I didn't know what to do with myself so I worked for a year as a research assistant for a bioinformatics lab where I learned how to code and became interested in data science. I then did a masters in computer science (MCIT) at the University of Pennsylvania before ending up at my current job in tech :)
I have accepted that I will forever be a lazy person so have since decided to embrace that. My motto is to always minimize effort and maximize outcome!
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Contact
youtube: youtube comments are by far the best way to get a response from me!
linkedin: https://www.linkedin.com/in/tinaw-h/
email for business inquiries only: hellotinah@gmail.com
If you're reaching out through linkedin, please leave a youtube comment just letting me know that you reached out :)
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Links marked with * are affiliate links which I may receive a small portion of the sales price at no cost to you. I really appreciate your support in helping improve this channel! :)
#Google #DataAnalytics #DataScience #TinaHuang
detail
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want to have an entire section that's dedicated to how to actually maximize your chances of successfully completing this certificate,", 'start': 39.486, 'duration': 8.507}, {'end': 50.315, 'text': 'because it is a pretty intensive process.', 'start': 47.993, 'duration': 2.322}, {'end': 56.258, 'text': 'So we want to be able to maximize our chances of actually being able to complete everything and reap all those benefits.', 'start': 50.455, 'duration': 5.803}, {'end': 60.26, 'text': 'This is the Google Data Analytics Professional Certificate.', 'start': 57.118, 'duration': 3.142}, {'end': 64.682, 'text': 'And it claims here that this is your path in career to data analytics.', 'start': 60.86, 'duration': 3.822}, {'end': 69.145, 'text': "And you'll learn in-demand skills that will have you job ready in less than six months.", 'start': 65.123, 'duration': 4.022}, {'end': 70.986, 'text': 'No degree or experience required.', 'start': 69.365, 'duration': 1.621}, {'end': 73.007, 'text': 'A very, very bold claim here.', 'start': 71.366, 'duration': 1.641}, {'end': 75.443, 'text': "So we'll be evaluating that.", 'start': 73.942, 'duration': 1.501}, {'end': 83.326, 'text': 'Yeah, you get a free seven day trial period where you can just audit the course, which is what I did in order to go through everything.', 'start': 76.503, 'duration': 6.823}], 'summary': 'Google data analytics professional certificate claims to make you job ready in less than six months with no degree or experience required. we will evaluate this bold claim.', 'duration': 43.84, 'max_score': 39.486, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo39486.jpg'}, {'end': 142.049, 'src': 'embed', 'start': 98.942, 'weight': 0, 'content': [{'end': 107.509, 'text': 'You also learn these key analytical skill sets, which is tools, data cleaning, analysis and then they go to spreadsheet SQL R.', 'start': 98.942, 'duration': 8.567}, {'end': 113.293, 'text': "I'll come back to this choice later the choice of using R and Tableau.", 'start': 107.509, 'duration': 5.784}, {'end': 119.017, 'text': "Finally, they're going to teach you about visualizations, dashboards, presentations all extremely,", 'start': 114.154, 'duration': 4.863}, {'end': 125.881, 'text': 'extremely important skill sets and how to clean data and complete analysis and calculations using spreadsheet, SQL and R.', 'start': 119.017, 'duration': 6.864}, {'end': 126.442, 'text': 'Okay, cool.', 'start': 125.881, 'duration': 0.561}, {'end': 131.044, 'text': "So yeah, I'm not going to go over so much over here because you guys can read it yourself as well.", 'start': 126.682, 'duration': 4.362}, {'end': 138.048, 'text': "um. it just basically says there's lots of jobs that are available in um, in the us and around the world as well,", 'start': 131.545, 'duration': 6.503}, {'end': 142.049, 'text': 'and the average salary is around 67 000 and 900.', 'start': 138.048, 'duration': 4.001}], 'summary': 'Key analytical skill sets taught, including tools, data cleaning, analysis; average salary: $67,900.', 'duration': 43.107, 'max_score': 98.942, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo98942.jpg'}], 'start': 0.129, 'title': 'Evaluating google data analytics professional certificate', 'summary': 'Reviews the google data analytics professional certificate, focusing on job readiness in less than six months, key skills taught, and the average salary of $67,900. it also discusses course content and job market availability.', 'chapters': [{'end': 142.049, 'start': 0.129, 'title': 'Google data analytics professional certificate review', 'summary': 'Evaluates the google data analytics professional certificate, focusing on its claim of job readiness in less than six months with no prior experience, key skills taught, and the average salary of $67,900, while also discussing the course content and job market availability.', 'duration': 141.92, 'highlights': ['The certificate claims to make learners job ready in less than six months with no degree or experience, a bold claim that will be evaluated.', 'The course teaches key analytical skill sets including tools, data cleaning, analysis, spreadsheet, SQL, R, visualizations, dashboards, and presentations, which are crucial for data analytics.', 'The average salary for data analysts is around $67,900, indicating the potential financial benefit of completing the certificate.', 'The chapter provides insights on the job market availability for data analysts in the US and around the world, emphasizing the demand for these skills.', 'The evaluation includes a focus on maximizing chances of successfully completing the intensive certificate, aiming to reap all the benefits and achieve job readiness.']}], 'duration': 141.92, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo129.jpg', 'highlights': ['The course teaches key analytical skill sets including tools, data cleaning, analysis, spreadsheet, SQL, R, visualizations, dashboards, and presentations, which are crucial for data analytics.', 'The average salary for data analysts is around $67,900, indicating the potential financial benefit of completing the certificate.', 'The chapter provides insights on the job market availability for data analysts in the US and around the world, emphasizing the demand for these skills.', 'The certificate claims to make learners job ready in less than six months with no degree or experience, a bold claim that will be evaluated.', 'The evaluation includes a focus on maximizing chances of successfully completing the intensive certificate, aiming to reap all the benefits and achieve job readiness.']}, {'end': 604.091, 'segs': [{'end': 203.842, 'src': 'embed', 'start': 142.049, 'weight': 0, 'content': [{'end': 143.91, 'text': 'that sounds about correct to me.', 'start': 142.049, 'duration': 1.861}, {'end': 148.432, 'text': "this is the part which i was so excited about it's applied learning project.", 'start': 143.91, 'duration': 4.522}, {'end': 155.035, 'text': "they have, like they have, a capstone project in the end which we'll be going through as well, which i think is absolutely brilliant.", 'start': 148.432, 'duration': 6.603}, {'end': 160.277, 'text': "it's the best way to learn, and most certificates don't offer this, so it's very applied learning.", 'start': 155.035, 'duration': 5.242}, {'end': 167.963, 'text': "There's eight different courses that are being covered here, and we're going to go through each of these pretty quickly,", 'start': 160.677, 'duration': 7.286}, {'end': 174.948, 'text': "and I'll just kind of give you my thoughts on how they all fit together and how I feel like they cover the basis of data analytics.", 'start': 167.963, 'duration': 6.985}, {'end': 182.394, 'text': 'So you have foundations, data, data everywhere, ask questions to make data-driven decisions, prepare data for exploration,', 'start': 175.628, 'duration': 6.766}, {'end': 183.835, 'text': 'process data from dirty to clean.', 'start': 182.394, 'duration': 1.441}, {'end': 185.335, 'text': 'and so on.', 'start': 184.495, 'duration': 0.84}, {'end': 186.776, 'text': 'So this is the foundations.', 'start': 185.515, 'duration': 1.261}, {'end': 191.818, 'text': "And I think this course is very, it's like a general overview of what's happening.", 'start': 187.236, 'duration': 4.582}, {'end': 196.099, 'text': 'I think it does a pretty good job in introducing what data analytics is.', 'start': 191.838, 'duration': 4.261}, {'end': 198.16, 'text': 'I went through them personally.', 'start': 196.8, 'duration': 1.36}, {'end': 203.842, 'text': 'Like I looked at a few of the videos myself and I think they are very well productionized.', 'start': 198.22, 'duration': 5.622}], 'summary': '8 courses cover data analytics with applied learning, including a capstone project, offering a comprehensive approach.', 'duration': 61.793, 'max_score': 142.049, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo142049.jpg'}, {'end': 245.079, 'src': 'embed', 'start': 222.189, 'weight': 1, 'content': [{'end': 229.451, 'text': "Truthfully, most of you guys who are going to be taking this course probably already know why you're going to be taking this course and what data analytics is.", 'start': 222.189, 'duration': 7.262}, {'end': 235.374, 'text': 'So I would probably just like personally, just take the quizzes, take the expedited version,', 'start': 229.711, 'duration': 5.663}, {'end': 245.079, 'text': 'but take the quizzes throughout and look at some of the gaps in your knowledge that potentially you might not be aware of or you think could be interesting and kind of go through.', 'start': 235.374, 'duration': 9.705}], 'summary': 'Consider taking the expedited course and quizzes to identify gaps in knowledge.', 'duration': 22.89, 'max_score': 222.189, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo222189.jpg'}, {'end': 281.409, 'src': 'heatmap', 'start': 254.186, 'weight': 0.717, 'content': [{'end': 261.252, 'text': "so the next one is the one that i'm actually really excited about, and i think i'm so happy that google included this,", 'start': 254.186, 'duration': 7.066}, {'end': 266.576, 'text': 'and this is the ask questions to make data-driven decision.', 'start': 261.252, 'duration': 5.324}, {'end': 271.102, 'text': 'okay. so let me tell you guys why i think this is such a great course.', 'start': 266.576, 'duration': 4.526}, {'end': 281.409, 'text': "so The reason for this is because I feel like there's such an emphasis nowadays on just like learning tools of the trade you know like learning.", 'start': 271.102, 'duration': 10.307}], 'summary': "Excited about google's 'ask questions to make data-driven decisions' course.", 'duration': 27.223, 'max_score': 254.186, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo254186.jpg'}, {'end': 376.125, 'src': 'embed', 'start': 352.348, 'weight': 4, 'content': [{'end': 358.732, 'text': "like that, they actually have an entire course that's dedicated to asking questions, to make data-driven decisions.", 'start': 352.348, 'duration': 6.384}, {'end': 364.937, 'text': 'So yeah, and I look through each of these, week one, week two, week three, and I think this is really great.', 'start': 359.113, 'duration': 5.824}, {'end': 376.125, 'text': 'They actually teach you a very systematic approach to figuring out how to ask the right questions and how to use data to actually drive those decisions later.', 'start': 364.977, 'duration': 11.148}], 'summary': 'Course teaches systematic approach to asking questions for data-driven decisions.', 'duration': 23.777, 'max_score': 352.348, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo352348.jpg'}, {'end': 427.996, 'src': 'embed', 'start': 398, 'weight': 5, 'content': [{'end': 402.801, 'text': "You can't really do anything with data if your data is not even prepared for you to do that.", 'start': 398, 'duration': 4.801}, {'end': 412.184, 'text': 'So this is when I think they introduced tools like spreadsheets and SQL to extract and make use of the right data for your objectives.', 'start': 402.981, 'duration': 9.203}, {'end': 419.769, 'text': 'If you work at a larger company, most of your work is going to be done using SQL, I want to say.', 'start': 413.044, 'duration': 6.725}, {'end': 427.996, 'text': "Yes, spreadsheets are useful when you're doing certain models and things like that as a data analyst, but SQL is very fundamental.", 'start': 419.989, 'duration': 8.007}], 'summary': 'Data preparation is crucial; sql is fundamental for most work at larger companies.', 'duration': 29.996, 'max_score': 398, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo398000.jpg'}, {'end': 466.537, 'src': 'embed', 'start': 440.805, 'weight': 7, 'content': [{'end': 448.071, 'text': "they actually have an entire course dedicated to processing data, to data cleaning, and this is again it's like that business question, kind of thing,", 'start': 440.805, 'duration': 7.266}, {'end': 458.038, 'text': "right. this is another um skill set that's really neglected when you just look at traditional certificates or programs, especially when you like um, I know,", 'start': 448.071, 'duration': 9.967}, {'end': 461.714, 'text': "like what's really popular these days is something like Kaggle, right?", 'start': 458.038, 'duration': 3.676}, {'end': 466.537, 'text': 'Um, and people just like do Kaggle competitions and they think like oh, like this is how like.', 'start': 461.915, 'duration': 4.622}], 'summary': 'Data processing and cleaning skills are neglected in traditional programs, unlike kaggle competitions.', 'duration': 25.732, 'max_score': 440.805, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo440805.jpg'}, {'end': 542.269, 'src': 'embed', 'start': 518.558, 'weight': 6, 'content': [{'end': 525.302, 'text': "um, which is very hypothesis driven, and that's something again i think is really great that they're stressing out, like that framework,", 'start': 518.558, 'duration': 6.744}, {'end': 529.104, 'text': 'of how to approach these questions and answering them systematically.', 'start': 525.302, 'duration': 3.802}, {'end': 534.667, 'text': "um, i believe they also have a section that's dedicated to making sure that your queries are actually correct, um,", 'start': 529.104, 'duration': 5.563}, {'end': 542.269, 'text': "and making sure that everything you know double checking what you're doing, because another thing I like to talk about a lot is you know,", 'start': 535.487, 'duration': 6.782}], 'summary': 'Training emphasizes hypothesis-driven approach and query accuracy checks.', 'duration': 23.711, 'max_score': 518.558, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo518558.jpg'}], 'start': 142.049, 'title': 'Google data analytics course and data-driven decision making', 'summary': 'Covers the google data analytics course, consisting of eight courses and a capstone project, providing an applied learning approach. it also emphasizes the importance of asking the right questions and processing data, with specific courses on preparing and analyzing data using sql and spreadsheets.', 'chapters': [{'end': 254.186, 'start': 142.049, 'title': 'Google data analytics course overview', 'summary': 'Covers the google data analytics course, which includes eight courses and a capstone project, providing an applied learning approach. the courses offer a general overview of data analytics, with well-produced and easily digestible content, suitable for beginners and those seeking to fill knowledge gaps.', 'duration': 112.137, 'highlights': ['The course includes eight different courses and a capstone project, providing an applied learning approach.', 'The foundations course offers a general overview of data analytics, with well-produced and easily digestible content.', 'The courses are suitable for beginners and those seeking to fill knowledge gaps.', 'The recommended approach includes taking quizzes and expedited versions for those familiar with data analytics.']}, {'end': 604.091, 'start': 254.186, 'title': 'Data-driven decision making course', 'summary': 'Emphasizes the importance of asking the right questions and processing data, with specific courses on asking questions for data-driven decisions, preparing data for exploration, processing data from dirty to clean, and analyzing data systematically using sql and spreadsheets.', 'duration': 349.905, 'highlights': ['The course emphasizes the importance of asking the right questions and translating business problems into data analyses. Emphasizes the importance of asking the right questions and translating business problems into data analyses to drive impact.', 'The significance of preparing data for exploration and the fundamental role of SQL in data analysis are highlighted. Emphasizes the significance of preparing data for exploration and the fundamental role of SQL in data analysis.', 'The course dedicates attention to processing data from dirty to clean, a skill set often neglected in traditional certificates or programs. Dedicates attention to processing data from dirty to clean, a skill set often neglected in traditional certificates or programs.', 'The systematic approach to analyzing data to answer questions, including hypothesis-driven analysis and ensuring query correctness, is emphasized. Emphasizes the systematic approach to analyzing data to answer questions, including hypothesis-driven analysis and ensuring query correctness.']}], 'duration': 462.042, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo142049.jpg', 'highlights': ['The course includes eight different courses and a capstone project, providing an applied learning approach.', 'The recommended approach includes taking quizzes and expedited versions for those familiar with data analytics.', 'The foundations course offers a general overview of data analytics, with well-produced and easily digestible content.', 'The courses are suitable for beginners and those seeking to fill knowledge gaps.', 'The course emphasizes the importance of asking the right questions and translating business problems into data analyses to drive impact.', 'The significance of preparing data for exploration and the fundamental role of SQL in data analysis are highlighted.', 'The systematic approach to analyzing data to answer questions, including hypothesis-driven analysis and ensuring query correctness, is emphasized.', 'The course dedicates attention to processing data from dirty to clean, a skill set often neglected in traditional certificates or programs.']}, {'end': 852.373, 'segs': [{'end': 634.945, 'src': 'embed', 'start': 604.751, 'weight': 1, 'content': [{'end': 605.972, 'text': 'Moving forward, stay on track.', 'start': 604.751, 'duration': 1.221}, {'end': 608.373, 'text': 'And the art of data visualization, again, great.', 'start': 606.112, 'duration': 2.261}, {'end': 609.253, 'text': 'They use Tableau.', 'start': 608.393, 'duration': 0.86}, {'end': 614.216, 'text': "As a data scientist, I don't usually use data visualization tools.", 'start': 609.794, 'duration': 4.422}, {'end': 618.578, 'text': 'I do things programmatically, but as a data analyst, that is extremely important.', 'start': 614.656, 'duration': 3.922}, {'end': 622.92, 'text': "And I'm really glad that they are covering visualization and not just the tool,", 'start': 618.598, 'duration': 4.322}, {'end': 628.423, 'text': 'but also how to here how to form a compelling narrative through data stories.', 'start': 622.92, 'duration': 5.503}, {'end': 634.945, 'text': "I think this one is I'm this is also something that's just really important because you can get all these insights.", 'start': 628.843, 'duration': 6.102}], 'summary': 'Data analyst emphasizes importance of data visualization and storytelling for insights.', 'duration': 30.194, 'max_score': 604.751, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo604751.jpg'}, {'end': 693.258, 'src': 'embed', 'start': 664.157, 'weight': 2, 'content': [{'end': 668.118, 'text': 'OK, so I knew this is going to come at some point.', 'start': 664.157, 'duration': 3.961}, {'end': 671.699, 'text': "We're going to have to talk about their choice of using R.", 'start': 668.138, 'duration': 3.561}, {'end': 675.346, 'text': 'So I use R myself.', 'start': 673.365, 'duration': 1.981}, {'end': 684.912, 'text': "I actually started my programming journey using R and that's mostly because I started off doing research and in research R is a lot more prevalent.", 'start': 675.446, 'duration': 9.466}, {'end': 693.258, 'text': 'However, I quickly migrated using to Python because of the much better ML algorithms that were available.', 'start': 686.153, 'duration': 7.105}], 'summary': 'Started with r for research, then switched to python for better ml algorithms.', 'duration': 29.101, 'max_score': 664.157, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo664157.jpg'}, {'end': 737.338, 'src': 'embed', 'start': 711.032, 'weight': 0, 'content': [{'end': 718.698, 'text': 'but majority of code is going to be written in Python because it integrates a lot better into all the other aspects of data science,', 'start': 711.032, 'duration': 7.666}, {'end': 721.3, 'text': 'data analytics and then the software engineering stack.', 'start': 718.698, 'duration': 2.602}, {'end': 727.885, 'text': "So it kind of all like integrates together and things are just more are just, there's better support for using Python.", 'start': 721.32, 'duration': 6.565}, {'end': 732.909, 'text': 'So most companies in industry will generally prefer that you use Python.', 'start': 728.165, 'duration': 4.744}, {'end': 737.338, 'text': "However, what I want to say is I don't want to invalidate this course.", 'start': 733.476, 'duration': 3.862}], 'summary': 'Python is preferred in data science and analytics due to better integration and industry support.', 'duration': 26.306, 'max_score': 711.032, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo711032.jpg'}, {'end': 864.182, 'src': 'embed', 'start': 833.037, 'weight': 3, 'content': [{'end': 834.499, 'text': "Right here, it's $39.", 'start': 833.037, 'duration': 1.462}, {'end': 837.021, 'text': 'Oh, I forgot to go over that.', 'start': 834.499, 'duration': 2.522}, {'end': 839.704, 'text': 'Sorry I got so excited to jump in the course.', 'start': 837.061, 'duration': 2.643}, {'end': 845.928, 'text': "So yeah, the way that it works is that it's $39 and that's per month.", 'start': 839.964, 'duration': 5.964}, {'end': 846.889, 'text': 'So you actually pay by the month.', 'start': 845.948, 'duration': 0.941}, {'end': 849.511, 'text': 'So the faster that you finish it, the less that you pay.', 'start': 846.909, 'duration': 2.602}, {'end': 852.373, 'text': 'We recommended a number of months was six months.', 'start': 849.831, 'duration': 2.542}, {'end': 858.398, 'text': "So you're paying like what, like 200 something dollars if you actually do it in the recommended amount of time.", 'start': 852.794, 'duration': 5.604}, {'end': 859.479, 'text': 'this is so cool.', 'start': 858.778, 'duration': 0.701}, {'end': 864.182, 'text': "it's like you're paying such a small amount of money, but they're actually going to support you and help you with a capstone project,", 'start': 859.479, 'duration': 4.703}], 'summary': 'Course costs $39 per month, recommended to finish in 6 months, paying around $200.', 'duration': 31.145, 'max_score': 833.037, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo833037.jpg'}], 'start': 604.751, 'title': 'Importance of data visualization in data analysis', 'summary': 'Emphasizes the significance of data visualization and the prevalence of python over r in data analysis, highlighting the use of tableau and the affordability of the course at $39 per month, with the recommendation to finish it in six months to minimize costs.', 'chapters': [{'end': 732.909, 'start': 604.751, 'title': 'Importance of data visualization in data analysis', 'summary': 'Emphasizes the importance of data visualization in data analysis, particularly focusing on the use of tableau for visualization and the significance of forming compelling narratives through data stories. it also highlights the prevalence of python over r in the industry for data analysis and the reasons behind the preference for python.', 'duration': 128.158, 'highlights': ['The significance of forming compelling narratives through data stories and the use of Tableau for data visualization is emphasized, as it is crucial for ensuring that insights are effectively communicated and utilized.', "The prevalence of Python over R in the industry for data analysis is discussed, with the explanation of Python's better integration with various aspects of data science, data analytics, and software engineering, making it the preferred language in most companies.", 'The speaker discusses the convenience of R for visualizations, manipulations, and statistics, but highlights that Python is the predominant language in industry due to its better support and integration.', 'The speaker explains the reasons behind using R initially, citing its prevalence in research, but highlights the migration to Python due to better ML algorithms and its predominant use in industry.']}, {'end': 852.373, 'start': 733.476, 'title': 'R vs python for data analysis', 'summary': 'Discusses the debate between r and python for data analysis, emphasizing that r is a perfectly good language, especially for research, while recommending that learners go through the course and then learn data analysis in python, highlighting the similarity between the languages. the chapter also highlights the affordability of the course at $39 per month, with the recommendation to finish it in six months to minimize costs.', 'duration': 118.897, 'highlights': ['The chapter emphasizes that R is a perfectly good language, especially for research, and recommends learners to go through the course and then learn data analysis in Python, as the languages are similar enough in approach and syntax, and learning Python after R is not that bad.', 'The chapter highlights the affordability of the course at $39 per month and recommends finishing it in six months to minimize costs.']}], 'duration': 247.622, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo604751.jpg', 'highlights': ['Python is preferred over R in industry for data analysis due to better integration and support.', 'Tableau is crucial for forming compelling data narratives and effective communication of insights.', 'R is recommended for research, but Python is predominant in industry due to better ML algorithms.', "The course is affordable at $39 per month, and it's recommended to finish it in six months to minimize costs."]}, {'end': 1162.281, 'segs': [{'end': 878.153, 'src': 'embed', 'start': 852.794, 'weight': 2, 'content': [{'end': 858.398, 'text': "So you're paying like what, like 200 something dollars if you actually do it in the recommended amount of time.", 'start': 852.794, 'duration': 5.604}, {'end': 859.479, 'text': 'this is so cool.', 'start': 858.778, 'duration': 0.701}, {'end': 864.182, 'text': "it's like you're paying such a small amount of money, but they're actually going to support you and help you with a capstone project,", 'start': 859.479, 'duration': 4.703}, {'end': 871.188, 'text': "and the reason why people don't usually do this is because capstone projects take a lot more resources on the like the course instructors,", 'start': 864.182, 'duration': 7.006}, {'end': 878.153, 'text': "because they are, you know, like working through these like unique projects with people, and there's going to be a lot more like questions to answer.", 'start': 871.188, 'duration': 6.965}], 'summary': 'Enrollment costs around $200 for recommended time; support for capstone projects.', 'duration': 25.359, 'max_score': 852.794, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo852794.jpg'}, {'end': 910.633, 'src': 'embed', 'start': 880.674, 'weight': 3, 'content': [{'end': 886.618, 'text': 'And this is so good because you can take everything that you learn and actually apply that to your own project.', 'start': 880.674, 'duration': 5.944}, {'end': 893.963, 'text': "It's going to be unique and it's going to be a way of demonstrating all the skills that you learn and build up that portfolio that shows like hey,", 'start': 886.879, 'duration': 7.084}, {'end': 899.127, 'text': "not only do I have the certificate you know, here I can show you guys all the skills I'm listing on my resume.", 'start': 893.963, 'duration': 5.164}, {'end': 900.448, 'text': 'These are the things that I can actually do.', 'start': 899.167, 'duration': 1.281}, {'end': 903.009, 'text': 'And here is evidence to support that.', 'start': 900.548, 'duration': 2.461}, {'end': 910.633, 'text': "Do I think that this is all you actually absolutely need to eventually land a job? I'm a little skeptical about that.", 'start': 903.23, 'duration': 7.403}], 'summary': 'Learn and apply skills to build a unique project for portfolio to demonstrate abilities, but skeptical about job prospects.', 'duration': 29.959, 'max_score': 880.674, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo880674.jpg'}, {'end': 947.013, 'src': 'embed', 'start': 916.915, 'weight': 5, 'content': [{'end': 919.576, 'text': 'Everybody does a certificate and they all do this capstone project.', 'start': 916.915, 'duration': 2.661}, {'end': 921.576, 'text': 'How do you choose who stands out in the end?', 'start': 919.836, 'duration': 1.74}, {'end': 928.898, 'text': "So I think it's still important to build up a portfolio that includes this capstone project, but also includes other areas as well,", 'start': 921.856, 'duration': 7.042}, {'end': 930.378, 'text': 'to make you really stand out as a candidate.', 'start': 928.898, 'duration': 1.48}, {'end': 934.219, 'text': 'But overall, this is amazing as a way to getting yourself started.', 'start': 930.658, 'duration': 3.561}, {'end': 942.608, 'text': "it's an optional um eighth course, the project, but i highly, highly, highly recommend that you do it.", 'start': 934.799, 'duration': 7.809}, {'end': 947.013, 'text': "in fact, i feel like, if you don't do it, you are really missing out.", 'start': 942.608, 'duration': 4.405}], 'summary': 'Completing the capstone project is highly recommended for standing out as a candidate and getting started in the field.', 'duration': 30.098, 'max_score': 916.915, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo916915.jpg'}, {'end': 1004.969, 'src': 'embed', 'start': 980.114, 'weight': 7, 'content': [{'end': 986.518, 'text': "think, if it were anybody that wasn't google saying that, i probably would be far more skeptical.", 'start': 980.114, 'duration': 6.404}, {'end': 988.319, 'text': 'you know, how are you gonna have that leverage right?', 'start': 986.518, 'duration': 1.801}, {'end': 994.003, 'text': 'like, how are you gonna change other companies to accept your certificate?', 'start': 988.319, 'duration': 5.684}, {'end': 995.944, 'text': "because they usually don't right?", 'start': 994.003, 'duration': 1.941}, {'end': 1001.447, 'text': "if you look at job requirements, it's all even for like entry-level job requirements, like needs, these skill sets,", 'start': 995.944, 'duration': 5.503}, {'end': 1004.969, 'text': "and then you have to have some sort of experience and they're always looking at that.", 'start': 1001.447, 'duration': 3.522}], 'summary': "Challenging google's leverage in changing companies to accept certificates and job requirements for skill sets and experience.", 'duration': 24.855, 'max_score': 980.114, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo980114.jpg'}, {'end': 1065.077, 'src': 'embed', 'start': 1022.247, 'weight': 0, 'content': [{'end': 1027.834, 'text': 'you have that capstone project and they also go through like interview tips and they do all of that stuff.', 'start': 1022.247, 'duration': 5.587}, {'end': 1031.598, 'text': "um, but what's really unique about it is Let's see where it is.", 'start': 1027.834, 'duration': 3.764}, {'end': 1032.278, 'text': 'Okay, here.', 'start': 1031.838, 'duration': 0.44}, {'end': 1036.141, 'text': 'What resources will be available to help with the job search process? Yeah, so this part.', 'start': 1032.318, 'duration': 3.823}, {'end': 1042.726, 'text': 'In addition to expert-led training and hands-on projects, you get access to all these workshops and whatnot.', 'start': 1036.441, 'duration': 6.285}, {'end': 1044.507, 'text': "This is really what's most important.", 'start': 1042.786, 'duration': 1.721}, {'end': 1053.133, 'text': "You'll also be able to connect with over 130 US employers who are searching for candidates who have completed a Google career certificate.", 'start': 1044.587, 'duration': 8.546}, {'end': 1054.974, 'text': 'So they go on to talk about..', 'start': 1053.673, 'duration': 1.301}, {'end': 1063.157, 'text': "They're going to talk about a little bit more about, like you know, this, this consortium you call it that they have,", 'start': 1056.215, 'duration': 6.942}, {'end': 1065.077, 'text': 'in which they have all these employers that are going to be ready.', 'start': 1063.157, 'duration': 1.92}], 'summary': 'Google career certificate offers access to 130+ us employers for job search.', 'duration': 42.83, 'max_score': 1022.247, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo1022247.jpg'}, {'end': 1114.688, 'src': 'embed', 'start': 1084.003, 'weight': 4, 'content': [{'end': 1087.925, 'text': 'And Google itself, um, will be hiring from here as well.', 'start': 1084.003, 'duration': 3.922}, {'end': 1089.467, 'text': "you know they're making this entire claim.", 'start': 1087.925, 'duration': 1.542}, {'end': 1094.312, 'text': "so they're gonna go through with that, and i'm sure that they will go through that, whereas they wouldn't be making that claim.", 'start': 1089.467, 'duration': 4.845}, {'end': 1098.496, 'text': 'they will be hiring from that pool of people who completed certificates as well.', 'start': 1094.312, 'duration': 4.184}, {'end': 1106.244, 'text': "so if they're going to be doing that, other companies, like with these 130 us employees and even other employers that are out there,", 'start': 1098.496, 'duration': 7.748}, {'end': 1114.688, 'text': 'are probably going to be like hey, google, like such a such a like, you know, huge tech company is gonna be, are saying like you know,', 'start': 1106.244, 'duration': 8.444}], 'summary': 'Google plans to hire from a pool of people who completed certificates, potentially impacting other employers as well.', 'duration': 30.685, 'max_score': 1084.003, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo1084003.jpg'}, {'end': 1173.149, 'src': 'embed', 'start': 1145.865, 'weight': 6, 'content': [{'end': 1150.27, 'text': 'I think like last time I checked, which is yesterday, there was like 10,000 people already enrolled.', 'start': 1145.865, 'duration': 4.405}, {'end': 1151.231, 'text': 'Like how much?', 'start': 1150.53, 'duration': 0.701}, {'end': 1157.098, 'text': "That's like you're just assuming I don't know like a few thousand people actually finish the certificate,", 'start': 1151.251, 'duration': 5.847}, {'end': 1159.559, 'text': "because most people don't um finish a certificate.", 'start': 1157.098, 'duration': 2.461}, {'end': 1162.281, 'text': "but assuming there's like a few thousand people, that do you know.", 'start': 1159.559, 'duration': 2.722}, {'end': 1168.005, 'text': 'how do you stand out like if, if nobody has any experience and everybody just does the certificate and does the capstone project?', 'start': 1162.281, 'duration': 5.724}, {'end': 1169.406, 'text': 'how do you stand out in that pool?', 'start': 1168.005, 'duration': 1.401}, {'end': 1173.149, 'text': 'right, and i think, um, doing it, this certificate is not going to be enough.', 'start': 1169.406, 'duration': 3.743}], 'summary': 'Around 10,000 people enrolled, but only a few thousand may finish. standing out without experience is a challenge.', 'duration': 27.284, 'max_score': 1145.865, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo1145865.jpg'}], 'start': 852.794, 'title': 'Capstone project benefits', 'summary': 'Discusses the benefits of a low-cost capstone project, including practical skills application and portfolio enhancement. it also expresses skepticism about its role in job acquisition due to popularity.', 'chapters': [{'end': 934.219, 'start': 852.794, 'title': 'Capstone project benefits', 'summary': 'Discusses the benefits of a capstone project offered at a low cost, including the unique learning experience, practical application of skills, and the potential for portfolio enhancement, while also expressing skepticism about its role in job acquisition due to its popularity.', 'duration': 81.425, 'highlights': ['The capstone project is offered at a low cost, around 200 dollars, providing support and assistance in developing a unique project.', 'Participants can apply their learned skills to their own project, creating a portfolio to showcase their abilities and practical experience.', 'While the capstone project is beneficial, the speaker expresses skepticism about its ability to differentiate individuals in a competitive job market due to its popularity.']}, {'end': 1162.281, 'start': 934.799, 'title': 'Google career certificate review', 'summary': 'Discusses the benefits and credibility of the google career certificate program, highlighting the job readiness claim, access to employers, and potential impact on other companies, while expressing concern about the high enrollment numbers.', 'duration': 227.482, 'highlights': ["Google's claim of job readiness in less than six months and access to over 130 US employers for certificate holders, instills confidence in the program's credibility and potential impact on other companies.", 'The high enrollment of around 10,000 people may raise concerns about the actual number of certificate completions and potential competition in the job market.', 'The program provides access to workshops, interview tips, and guidance on portfolio building, enhancing the job readiness aspect.', "The speaker expresses confidence in Google's ability to fulfill its claim due to its reputation and efforts in connecting certificate holders with employers.", 'The speaker highlights the uniqueness of Google making the job readiness claim, expressing skepticism if it were any other company.']}], 'duration': 309.487, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo852794.jpg', 'highlights': ["Google's claim of job readiness in less than six months and access to over 130 US employers for certificate holders, instills confidence in the program's credibility and potential impact on other companies.", 'The program provides access to workshops, interview tips, and guidance on portfolio building, enhancing the job readiness aspect.', 'The capstone project is offered at a low cost, around 200 dollars, providing support and assistance in developing a unique project.', 'Participants can apply their learned skills to their own project, creating a portfolio to showcase their abilities and practical experience.', "The speaker expresses confidence in Google's ability to fulfill its claim due to its reputation and efforts in connecting certificate holders with employers.", 'While the capstone project is beneficial, the speaker expresses skepticism about its ability to differentiate individuals in a competitive job market due to its popularity.', 'The high enrollment of around 10,000 people may raise concerns about the actual number of certificate completions and potential competition in the job market.', 'The speaker highlights the uniqueness of Google making the job readiness claim, expressing skepticism if it were any other company.']}, {'end': 1363.118, 'segs': [{'end': 1235.728, 'src': 'embed', 'start': 1177.412, 'weight': 0, 'content': [{'end': 1179.935, 'text': 'So not only do you have to have a capsule project,', 'start': 1177.412, 'duration': 2.523}, {'end': 1185.702, 'text': 'I think you should also put in other areas of this course and apply that to several different projects.', 'start': 1179.935, 'duration': 5.767}, {'end': 1192.309, 'text': 'And I think they should be end to end projects all the way from like a real business use case, something that is very,', 'start': 1185.782, 'duration': 6.527}, {'end': 1194.652, 'text': 'very applicable to the workplace.', 'start': 1192.309, 'duration': 2.343}, {'end': 1202.56, 'text': "and then going through the entire analysis process and then showing that you drive that you're able to drive impact in the end.", 'start': 1195.473, 'duration': 7.087}, {'end': 1208.206, 'text': "And I think that is what's going to make you really stand out having those projects in your portfolio.", 'start': 1202.88, 'duration': 5.326}, {'end': 1213.811, 'text': 'I also I made several videos previously about like the best data science projects, things like that.', 'start': 1208.946, 'duration': 4.865}, {'end': 1216.674, 'text': "So feel free to check that out if you haven't already.", 'start': 1214.131, 'duration': 2.543}, {'end': 1227.101, 'text': "I emphasize a lot on not doing just like passion projects or projects that you do just you know you like do a project and then it's like in your portfolio and then nothing ever happens out of it.", 'start': 1217.174, 'duration': 9.927}, {'end': 1232.705, 'text': "I emphasize a lot more doing like pro bono consulting projects, research with a professor if you're still in school,", 'start': 1227.201, 'duration': 5.504}, {'end': 1235.728, 'text': 'things that really drive impact in the business.', 'start': 1232.705, 'duration': 3.023}], 'summary': 'Emphasize end-to-end, impactful projects in portfolio for standing out.', 'duration': 58.316, 'max_score': 1177.412, 'thumbnail': ''}, {'end': 1284.768, 'src': 'heatmap', 'start': 1238.768, 'weight': 3, 'content': [{'end': 1240.709, 'text': "And that's what employers are gonna be looking for.", 'start': 1238.768, 'duration': 1.941}, {'end': 1250.374, 'text': "Now that we've kind of covered everything else, I'm gonna cover the last section about how to actually make sure you do it.", 'start': 1241.409, 'duration': 8.965}, {'end': 1251.254, 'text': "Say you're committed.", 'start': 1250.634, 'duration': 0.62}, {'end': 1252.655, 'text': "You're like, this course is great.", 'start': 1251.274, 'duration': 1.381}, {'end': 1257.838, 'text': 'You wanna become a data analyst or a data scientist, or something similar to that.', 'start': 1252.975, 'duration': 4.863}, {'end': 1259.218, 'text': "And you're like, I'm committed.", 'start': 1258.158, 'duration': 1.06}, {'end': 1261.159, 'text': "I'm gonna do all these things to get a job.", 'start': 1259.538, 'duration': 1.621}, {'end': 1266.662, 'text': 'But as Albert put it, 10% of people actually complete this.', 'start': 1261.619, 'duration': 5.043}, {'end': 1270.023, 'text': "And there's a reason for that because self-study is so freaking hard.", 'start': 1266.922, 'duration': 3.101}, {'end': 1273.044, 'text': "It's so hard, man.", 'start': 1270.383, 'duration': 2.661}, {'end': 1276.025, 'text': 'For those of you that might know, I know some of you are also in my live stream.', 'start': 1273.064, 'duration': 2.961}, {'end': 1283.408, 'text': "I live stream myself going through these online self-study courses because if I don't, I will literally just do nothing.", 'start': 1276.145, 'duration': 7.263}, {'end': 1284.768, 'text': "I've tried so many times.", 'start': 1283.468, 'duration': 1.3}], 'summary': 'Only 10% of people complete self-study for data careers.', 'duration': 46, 'max_score': 1238.768, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo1238768.jpg'}, {'end': 1353.733, 'src': 'embed', 'start': 1325.986, 'weight': 4, 'content': [{'end': 1332.951, 'text': "For most working professionals, if you're trying to switch careers, 10 hours per week is a pretty reasonable time period.", 'start': 1325.986, 'duration': 6.965}, {'end': 1336.671, 'text': "to actually finish this course because there's just so many other things that you gotta do.", 'start': 1333.453, 'duration': 3.218}, {'end': 1340.506, 'text': "the work that you're doing here, it's very applied.", 'start': 1337.725, 'duration': 2.781}, {'end': 1342.828, 'text': "So it's not like you can just sit there and absorb information.", 'start': 1340.546, 'duration': 2.282}, {'end': 1344.689, 'text': 'You actually have to work on projects.', 'start': 1342.848, 'duration': 1.841}, {'end': 1346.229, 'text': 'So 10 hours a week is reasonable.', 'start': 1344.969, 'duration': 1.26}, {'end': 1353.733, 'text': "If you're currently unemployed or you're a student and you have extra time, you can probably knock this out in a couple months or so.", 'start': 1346.59, 'duration': 7.143}], 'summary': 'Working professionals need 10 hours/week to finish, while unemployed/students can finish in a couple of months.', 'duration': 27.747, 'max_score': 1325.986, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo1325986.jpg'}], 'start': 1162.281, 'title': 'Strategies in data science', 'summary': 'Covers the significance of a diverse portfolio with impactful projects for standing out in data science, and the challenges of self-study in data analytics with a 10% completion rate, recommending 10 hours per week for working professionals to complete the intensive course in six months, emphasizing applied work and projects.', 'chapters': [{'end': 1235.728, 'start': 1162.281, 'title': 'Standing out in data science', 'summary': 'Emphasizes the importance of building a diverse portfolio with end-to-end projects showcasing real business impact rather than just certificate and capstone projects to stand out in the data science field, and suggests focusing on pro bono consulting projects and impactful research.', 'duration': 73.447, 'highlights': ['Building a diverse portfolio with end-to-end projects showcasing real business impact is crucial to standing out in the data science field, emphasizing the need for projects beyond certificate and capstone projects.', 'Emphasizes the importance of focusing on pro bono consulting projects and impactful research to drive real business impact and stand out in the field.']}, {'end': 1363.118, 'start': 1236.567, 'title': 'Challenges of self-study for data analytics', 'summary': 'Emphasizes the difficulty of self-study in data analytics, with only 10% completion rate, and recommends 10 hours per week for working professionals to finish the intensive course in six months, focusing on applied work and projects.', 'duration': 126.551, 'highlights': ['Only 10% of people actually complete this self-study program, indicating the significant difficulty of the course.', 'The recommended duration to finish the intensive program is six months, dedicating 10 hours per week, suitable for working professionals looking to switch careers.', 'The course requires applied work and projects, emphasizing practical learning over passive absorption of information.']}], 'duration': 200.837, 'thumbnail': '', 'highlights': ['Building a diverse portfolio with impactful projects is crucial for standing out in data science.', 'Emphasizing the need for projects beyond certificate and capstone projects.', 'Focusing on pro bono consulting projects and impactful research to drive real business impact.', 'Only 10% completion rate for the self-study program indicates significant difficulty.', 'Recommended 10 hours per week for working professionals to complete the intensive course in six months.', 'Emphasizing applied work and projects for practical learning.']}, {'end': 1999.255, 'segs': [{'end': 1404.257, 'src': 'embed', 'start': 1363.358, 'weight': 1, 'content': [{'end': 1365.739, 'text': 'How do you maximize your chances of successfully completing it?', 'start': 1363.358, 'duration': 2.381}, {'end': 1372.063, 'text': 'one is accountability, right, i like for myself, so you can feel free to join me, um, on this.', 'start': 1367.16, 'duration': 4.903}, {'end': 1381.108, 'text': "i live stream monday, tuesday and fridays from 7 30 until 9 30 a.m before i start working, and that's how i get myself,", 'start': 1372.063, 'duration': 9.045}, {'end': 1384.57, 'text': 'motivate myself to show up and actually get the work done.', 'start': 1381.108, 'duration': 3.462}, {'end': 1390.153, 'text': "um, and also there's a community that we kind of hang out together now, like i recognize people's names,", 'start': 1384.57, 'duration': 5.583}, {'end': 1393.674, 'text': 'who who frequently come and do the live stream with me.', 'start': 1390.153, 'duration': 3.521}, {'end': 1399.336, 'text': "On top of that, or if the time period doesn't work for you, you can also.", 'start': 1394.455, 'duration': 4.881}, {'end': 1404.257, 'text': "I have a Discord group that's available as well, and you can find a partner to work with within that Discord group.", 'start': 1399.336, 'duration': 4.921}], 'summary': 'Maximize chances of success by joining live streams and discord group for accountability and community support.', 'duration': 40.899, 'max_score': 1363.358, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo1363358.jpg'}, {'end': 1449.97, 'src': 'embed', 'start': 1427.006, 'weight': 0, 'content': [{'end': 1436.255, 'text': 'is that you keep each other accountable, but if one person is not dedicated, that can also make you less dedicated,', 'start': 1427.006, 'duration': 9.249}, {'end': 1438.798, 'text': 'because you know it works both ways.', 'start': 1436.255, 'duration': 2.543}, {'end': 1445.505, 'text': "so if you're going to find an accountability partner, make sure that they are someone that is just as motivated as you are to get something,", 'start': 1438.798, 'duration': 6.707}, {'end': 1449.97, 'text': 'to actually get this done, um, and that your learning styles kind of jive together.', 'start': 1445.505, 'duration': 4.465}], 'summary': 'Accountability partners should be equally motivated and compatible in learning styles to ensure mutual dedication.', 'duration': 22.964, 'max_score': 1427.006, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo1427006.jpg'}, {'end': 1574.318, 'src': 'embed', 'start': 1545.748, 'weight': 3, 'content': [{'end': 1548.848, 'text': "but if you know what you don't know, then you can always look that up, right.", 'start': 1545.748, 'duration': 3.1}, {'end': 1555.71, 'text': "so what you're really doing is getting a good breath and understanding of all the different subjects, and then you can always go back and look it up.", 'start': 1548.848, 'duration': 6.862}, {'end': 1557.351, 'text': 'google made this course.', 'start': 1555.71, 'duration': 1.641}, {'end': 1559.311, 'text': 'google is also a great search engine.', 'start': 1557.351, 'duration': 1.96}, {'end': 1559.791, 'text': 'so i am.', 'start': 1559.311, 'duration': 0.48}, {'end': 1567.935, 'text': "I'm going to go ahead and talk about a few more of my tips in terms of making sure you actually complete that course.", 'start': 1561.892, 'duration': 6.043}, {'end': 1574.318, 'text': 'So we just went over accountability and breadth over depth and kind of going on for breadth over depth, how to take notes.', 'start': 1568.455, 'duration': 5.863}], 'summary': "Google's course highlights breadth over depth and emphasizes the importance of seeking additional information, promoting a comprehensive understanding.", 'duration': 28.57, 'max_score': 1545.748, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo1545748.jpg'}, {'end': 1721.384, 'src': 'embed', 'start': 1695.678, 'weight': 4, 'content': [{'end': 1702.9, 'text': 'Studies do show that taking notes, even if you never look at your notes again, actually help you retain better when you do a test afterwards,', 'start': 1695.678, 'duration': 7.222}, {'end': 1704.28, 'text': "compared to people who don't take notes.", 'start': 1702.9, 'duration': 1.38}, {'end': 1710.021, 'text': 'Finally, you should not skip the practical experience of the capstone project.', 'start': 1704.82, 'duration': 5.201}, {'end': 1714.422, 'text': "I touched on this previously, and I'm just going to sound like a broken record here.", 'start': 1710.461, 'duration': 3.961}, {'end': 1717.743, 'text': 'But please, please, please do not skip out on the capstone project.', 'start': 1714.462, 'duration': 3.281}, {'end': 1721.384, 'text': 'The best way of learning by far is by doing.', 'start': 1718.103, 'duration': 3.281}], 'summary': 'Taking notes improves retention for tests. capstone project is crucial for learning.', 'duration': 25.706, 'max_score': 1695.678, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo1695678.jpg'}, {'end': 1837.245, 'src': 'heatmap', 'start': 1795.49, 'weight': 5, 'content': [{'end': 1803.253, 'text': "Again, this is such a great certificate, but it doesn't mean anything if you are not able to finish it, right? Which is what happens to most people.", 'start': 1795.49, 'duration': 7.763}, {'end': 1805.534, 'text': 'Is who is this good for?', 'start': 1803.933, 'duration': 1.601}, {'end': 1814.723, 'text': 'So Google says pretty clearly that this certificate is really good for people who are wanting to transition into data analytics.', 'start': 1806.574, 'duration': 8.149}, {'end': 1822.23, 'text': "I think it's especially good for people who may have a similar job right now, like maybe as a business analyst or something similar.", 'start': 1815.203, 'duration': 7.027}, {'end': 1831.159, 'text': "they're looking to up their skill sets to get another two to either like get promoted or, you know, a parallel change to a data analyst job.", 'start': 1822.23, 'duration': 8.929}, {'end': 1834.002, 'text': "um, we're at another company, because that will make you stand out.", 'start': 1831.159, 'duration': 2.843}, {'end': 1837.245, 'text': 'this certificate will definitely make you stand out and you stand out for the rest of the pack,', 'start': 1834.002, 'duration': 3.243}], 'summary': "Google's data analytics certificate helps transition professionals, especially business analysts, to stand out for job opportunities.", 'duration': 41.755, 'max_score': 1795.49, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo1795490.jpg'}, {'end': 1907.986, 'src': 'heatmap', 'start': 1879.177, 'weight': 0.757, 'content': [{'end': 1881.875, 'text': "no, like, i think you'll be able to get a job.", 'start': 1879.177, 'duration': 2.698}, {'end': 1883.296, 'text': "that's what i'm trying to say.", 'start': 1881.875, 'duration': 1.421}, {'end': 1886.137, 'text': 'um, but one of the things i do want to say like who is it not for?', 'start': 1883.296, 'duration': 2.841}, {'end': 1895.04, 'text': "so i don't think that this course is good for people who wouldn't be able to dedicate that time because, like i said, it's a really extensive program.", 'start': 1886.137, 'duration': 8.903}, {'end': 1899.682, 'text': 'the recommendation is six months, even if you do two and you know some people do that in two to three months.', 'start': 1895.04, 'duration': 4.642}, {'end': 1901.282, 'text': "we don't have other dedications.", 'start': 1899.682, 'duration': 1.6}, {'end': 1907.986, 'text': "but if you're, like, already have a full-time job, i don't know, like, have a baby, um, What else?", 'start': 1901.282, 'duration': 6.704}], 'summary': 'The course is recommended for 6 months, but some complete it in 2-3 months. not suitable for those with full-time jobs or other major commitments.', 'duration': 28.809, 'max_score': 1879.177, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo1879177.jpg'}], 'start': 1363.358, 'title': 'Maximizing productivity and strategies for data analytics course completion', 'summary': 'Discusses the importance of accountability in maximizing productivity, live streaming, and community engagement, and pitfalls of an ineffective accountability partner. it also covers strategies for completing a data analytics course productively, emphasizing breadth over depth, note-taking techniques, and the importance of practical experience in the capstone project, and outlines the target audience and limitations of the course.', 'chapters': [{'end': 1484.973, 'start': 1363.358, 'title': 'Maximizing accountability for success', 'summary': 'Discusses the importance of accountability in maximizing productivity, emphasizing the benefits of live streaming and community engagement, as well as the pitfalls of choosing an ineffective accountability partner.', 'duration': 121.615, 'highlights': ["The significance of accountability is highlighted through the author's live streaming schedule from 7:30 to 9:30 a.m on Mondays, Tuesdays, and Fridays, which serves as a motivating factor for productivity.", 'The establishment of a community and a Discord group for finding partners further emphasizes the importance of accountability and collaboration in maintaining consistency and motivation.', 'The cautionary advice regarding choosing an accountability partner who is equally motivated and compatible in learning styles underscores the potential drawbacks of ineffective partnerships, urging individuals to carefully select committed and compatible partners.']}, {'end': 1999.255, 'start': 1484.973, 'title': 'Strategies for completing data analytics course', 'summary': 'Covers strategies for completing a data analytics course productively, emphasizing breadth over depth, note-taking techniques, and the importance of practical experience in the capstone project, and outlines the target audience and limitations of the course.', 'duration': 514.282, 'highlights': ['The course emphasizes breadth over depth, focusing on understanding the framework of different subjects and using Google as a search engine to look up unfamiliar concepts, enabling multiple reviews for increased depth in learning. Emphasis on breadth over depth, using Google as a search engine, multiple reviews for increased depth', 'Suggests a note-taking framework rather than extensive memorization, as critical thinking and analysis are more important than memorization in analytics, and taking notes aids concentration and retention of information, as supported by studies. Importance of critical thinking and analysis, note-taking aids concentration and retention, supported by studies', 'Stresses the significance of the capstone project for hands-on practical experience, as it allows application of learned concepts and tools and helps in building a strong portfolio for job readiness, especially beneficial for those from non-technical backgrounds. Significance of capstone project for practical experience and portfolio building, beneficial for non-technical backgrounds', 'Identifies the target audience as individuals looking to transition into data analytics, such as business analysts aiming for skill enhancement and career advancement, as well as entry-level individuals aspiring to enter the field, but highlights the time commitment and limited job support for international participants. Target audience: transition into data analytics, entry-level individuals, time commitment, limited job support for international participants']}], 'duration': 635.897, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/cvTpocrPNlo/pics/cvTpocrPNlo1363358.jpg', 'highlights': ['The cautionary advice regarding choosing an accountability partner who is equally motivated and compatible in learning styles underscores the potential drawbacks of ineffective partnerships, urging individuals to carefully select committed and compatible partners.', 'The establishment of a community and a Discord group for finding partners further emphasizes the importance of accountability and collaboration in maintaining consistency and motivation.', "The significance of accountability is highlighted through the author's live streaming schedule from 7:30 to 9:30 a.m on Mondays, Tuesdays, and Fridays, which serves as a motivating factor for productivity.", 'The course emphasizes breadth over depth, focusing on understanding the framework of different subjects and using Google as a search engine to look up unfamiliar concepts, enabling multiple reviews for increased depth in learning.', 'Stresses the significance of the capstone project for hands-on practical experience, as it allows application of learned concepts and tools and helps in building a strong portfolio for job readiness, especially beneficial for those from non-technical backgrounds.', 'Identifies the target audience as individuals looking to transition into data analytics, such as business analysts aiming for skill enhancement and career advancement, as well as entry-level individuals aspiring to enter the field, but highlights the time commitment and limited job support for international participants.', 'Suggests a note-taking framework rather than extensive memorization, as critical thinking and analysis are more important than memorization in analytics, and taking notes aids concentration and retention of information, as supported by studies.']}], 'highlights': ['The course teaches key analytical skill sets including tools, data cleaning, analysis, spreadsheet, SQL, R, visualizations, dashboards, and presentations, crucial for data analytics.', 'The average salary for data analysts is around $67,900, indicating the potential financial benefit of completing the certificate.', 'The certificate claims to make learners job ready in less than six months with no degree or experience, a bold claim that will be evaluated.', 'The evaluation includes a focus on maximizing chances of successfully completing the intensive certificate, aiming to reap all the benefits and achieve job readiness.', 'The course includes eight different courses and a capstone project, providing an applied learning approach.', 'The recommended approach includes taking quizzes and expedited versions for those familiar with data analytics.', 'The course emphasizes the importance of asking the right questions and translating business problems into data analyses to drive impact.', 'The course dedicates attention to processing data from dirty to clean, a skill set often neglected in traditional certificates or programs.', 'Python is preferred over R in industry for data analysis due to better integration and support.', 'Tableau is crucial for forming compelling data narratives and effective communication of insights.', 'The program provides access to workshops, interview tips, and guidance on portfolio building, enhancing the job readiness aspect.', 'The capstone project is offered at a low cost, around 200 dollars, providing support and assistance in developing a unique project.', 'Participants can apply their learned skills to their own project, creating a portfolio to showcase their abilities and practical experience.', 'Building a diverse portfolio with impactful projects is crucial for standing out in data science.', 'Emphasizing the need for projects beyond certificate and capstone projects.', 'Focusing on pro bono consulting projects and impactful research to drive real business impact.', 'The cautionary advice regarding choosing an accountability partner who is equally motivated and compatible in learning styles underscores the potential drawbacks of ineffective partnerships, urging individuals to carefully select committed and compatible partners.', 'The establishment of a community and a Discord group for finding partners further emphasizes the importance of accountability and collaboration in maintaining consistency and motivation.', "The significance of accountability is highlighted through the author's live streaming schedule from 7:30 to 9:30 a.m on Mondays, Tuesdays, and Fridays, which serves as a motivating factor for productivity.", 'The course emphasizes breadth over depth, focusing on understanding the framework of different subjects and using Google as a search engine to look up unfamiliar concepts, enabling multiple reviews for increased depth in learning.', 'Stresses the significance of the capstone project for hands-on practical experience, as it allows application of learned concepts and tools and helps in building a strong portfolio for job readiness, especially beneficial for those from non-technical backgrounds.', 'Suggests a note-taking framework rather than extensive memorization, as critical thinking and analysis are more important than memorization in analytics, and taking notes aids concentration and retention of information, as supported by studies.']}