title
Data Analyst Job Description | Data Analyst Resume & Salary Trends | Data Analyst Training | Edureka

description
( ** Data Analyst Master's Program: https://www.edureka.co/masters-program/data-analyst-certification ** ) This video will provide you with a crisp description of the Job Description of a Data Analyst's Job, the skills required to become one, Resume requirements and the salary trends of a fresher as well as an experienced Data Analyst. Check out our complete Data Analytics playlist: -------------------------- About the Master Program: Data Analytics Masters Program makes you proficient in tools and systems used by Data Analytics Professionals. It includes in-depth training on Statistics, Data Analytics with R, SAS, and Tableau. The curriculum has been determined by extensive research on 5000+ job descriptions across the globe. ------------------------------------- Prerequisites: There are no prerequisites for enrollment to the Masters Program. Whether you are an experienced professional working in the IT industry, or an aspirant planning to enter the world of Data Analyst, Masters Program is designed and developed to accommodate various professional backgrounds ---------------------------------------- Do subscribe to our channel and hit the bell icon to never miss an update from us in the future: https://goo.gl/6ohpTV Instagram: https://www.instagram.com/edureka_learning/ Facebook: https://www.facebook.com/edurekaIN/ Twitter: https://twitter.com/edurekain LinkedIn: https://www.linkedin.com/company/edureka If you are looking for Data Analytics Training write to us at sales@edureka.in or call us at IND: 9606058406 / US: 18338555775 (toll-free) for more information.

detail
{'title': 'Data Analyst Job Description | Data Analyst Resume & Salary Trends | Data Analyst Training | Edureka', 'heatmap': [{'end': 259.817, 'start': 237.159, 'weight': 0.818}, {'end': 613.964, 'start': 593.498, 'weight': 0.817}, {'end': 904.031, 'start': 885.585, 'weight': 1}], 'summary': 'Covers the increasing importance of data, with 90% created in the past couple of years, amounting to 2.5 quintillion bytes generated every day, and highlights the role of a data analyst in interpreting and presenting findings from data. it also reveals job trends and salaries, with new york having over 405,000 job openings, and the average salary in the us being $84k and in india being 4,4660 rupees, along with essential skills, responsibilities, and technical and non-technical skills required for a data analyst.', 'chapters': [{'end': 246.126, 'segs': [{'end': 35.838, 'src': 'embed', 'start': 11.107, 'weight': 0, 'content': [{'end': 18.47, 'text': "Hello everyone, welcome to this interesting session where I'll discuss the job description, the resume and the salary trends of a data analyst.", 'start': 11.107, 'duration': 7.363}, {'end': 22.772, 'text': 'Now data is increasingly shaping the systems that we interact with every day.', 'start': 18.97, 'duration': 3.802}, {'end': 27.314, 'text': 'About 90% of the data present there has been created in the past couple of years.', 'start': 23.172, 'duration': 4.142}, {'end': 32.777, 'text': 'We have reached an era where we generate 2.5 quintillion bytes of it every day.', 'start': 27.954, 'duration': 4.823}, {'end': 35.838, 'text': "Now if you think about it, that's a heck lot of data.", 'start': 33.337, 'duration': 2.501}], 'summary': 'Data analyst job trends: 90% data created in past years, 2.5 quintillion bytes generated daily.', 'duration': 24.731, 'max_score': 11.107, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/lkga98m0few/pics/lkga98m0few11107.jpg'}, {'end': 144.105, 'src': 'embed', 'start': 111.284, 'weight': 2, 'content': [{'end': 116.407, 'text': "so be assured that you'll get a minimum of 70k if you land a job as a data analyst.", 'start': 111.284, 'duration': 5.123}, {'end': 121.919, 'text': 'Now, if we have a look at the average salary in the US, it is $83,878, which is more likely to be set like $84K.', 'start': 117.037, 'duration': 4.882}, {'end': 124.701, 'text': 'And the average salary in India is 4,4660 rupees.', 'start': 121.939, 'duration': 2.762}, {'end': 129.643, 'text': 'Now, for an entry-level data analyst in India, the average salary ranges from 1,72,000 rupees to 7,16,000 rupees.', 'start': 124.861, 'duration': 4.782}, {'end': 144.105, 'text': 'with the bonus of 6,000 to 10,000 and profit sharing of 1,500 to 10k.', 'start': 142.324, 'duration': 1.781}], 'summary': 'Data analysts can expect a minimum of 70k in the us and 1,72,000-7,16,000 rupees in india.', 'duration': 32.821, 'max_score': 111.284, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/lkga98m0few/pics/lkga98m0few111284.jpg'}, {'end': 195.046, 'src': 'embed', 'start': 169.15, 'weight': 3, 'content': [{'end': 176.916, 'text': "Now the profit sharing is $600 to $6,000, depending on the company or the company size where you're working,", 'start': 169.15, 'duration': 7.766}, {'end': 182.54, 'text': 'and the total pay comes down to around $36,000 to $80,000..', 'start': 176.916, 'duration': 5.624}, {'end': 191.902, 'text': 'Now. so if we have a look at the salary trends of an experienced data analyst, So in India the salary ranges from 3,63,000 rupees to 19,70,000 rupees.', 'start': 182.541, 'duration': 9.361}, {'end': 195.046, 'text': "That's a heck of an amount you're getting for an experienced data analyst.", 'start': 191.922, 'duration': 3.124}], 'summary': 'Profit sharing ranges from $600 to $6,000, total pay around $36,000 to $80,000. in india, data analyst salary ranges from 3,63,000 to 19,70,000 rupees.', 'duration': 25.896, 'max_score': 169.15, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/lkga98m0few/pics/lkga98m0few169150.jpg'}], 'start': 11.107, 'title': 'Data analyst job trends and salaries', 'summary': 'Discusses the increasing importance of data, with 90% created in the past couple of years, amounting to 2.5 quintillion bytes generated every day, and highlights the role of a data analyst in interpreting and presenting findings from data to provide value to companies. it also covers job trends and salaries, revealing that new york has over 405,000 job openings, with the average salary in the us being $84k and in india being 4,4660 rupees. entry-level salaries in india range from 1,72,000 to 7,16,000 rupees, while experienced data analysts can earn from 3,63,000 to 19,70,000 rupees.', 'chapters': [{'end': 69.933, 'start': 11.107, 'title': 'Data analyst: job, resume, and salary trends', 'summary': 'Discusses the increasing importance of data, with 90% created in the past couple of years, amounting to 2.5 quintillion bytes generated every day, and highlights the role of a data analyst in interpreting and presenting findings from data to provide value to companies.', 'duration': 58.826, 'highlights': ['Data generation has reached 2.5 quintillion bytes per day, indicating the massive scale of information being produced.', 'About 90% of the data available has been created in the past couple of years, emphasizing the rapid growth of data.', 'The chapter explains the role of a data analyst as translating numbers into plain English, delivering value to companies by interpreting, analyzing, and presenting findings.', 'Data analysts are essential for various businesses to help interpret and analyze specific topics, emphasizing the widespread need for their expertise.']}, {'end': 246.126, 'start': 70.453, 'title': 'Data analyst job trends and salaries', 'summary': 'Discusses the job trends and salaries of data analysts, revealing that new york has over 405,000 job openings, with the average salary in the us being $84k and in india being 4,4660 rupees. entry-level salaries in india range from 1,72,000 to 7,16,000 rupees, while experienced data analysts can earn from 3,63,000 to 19,70,000 rupees.', 'duration': 175.673, 'highlights': ['New York has a requirement of more than 405,000 jobs, with the average salary in the US being $84K and in India being 4,4660 rupees. New York has a high demand for data analysts, with over 405,000 job openings, and the average salary in the US is $84K, while in India, it is 4,4660 rupees.', 'Entry-level data analyst in India can earn from 1,72,000 to 7,16,000 rupees, with additional bonuses and profit sharing. Entry-level data analysts in India can expect to earn from 1,72,000 to 7,16,000 rupees, with bonuses ranging from 6,000 to 10,000 rupees and profit sharing of 1,500 to 10k rupees.', 'Experienced data analysts in India can earn from 3,63,000 to 19,70,000 rupees, with additional bonuses and profit sharing. Experienced data analysts in India can command salaries ranging from 3,63,000 to 19,70,000 rupees, along with bonuses ranging from 14,000 to 2.5 lakh rupees and profit sharing of 12,500 rupees.', 'The salary for experienced data analysts in the US ranges from $45,000 to 100,000, with additional bonuses and profit sharing. Experienced data analysts in the US can expect salaries ranging from $45,000 to 100,000, with bonuses ranging from $1,000 to $10,000 and profit sharing of $1,000 to $12,000.']}], 'duration': 235.019, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/lkga98m0few/pics/lkga98m0few11107.jpg', 'highlights': ['Data generation has reached 2.5 quintillion bytes per day, indicating the massive scale of information being produced.', 'About 90% of the data available has been created in the past couple of years, emphasizing the rapid growth of data.', 'New York has a requirement of more than 405,000 jobs, with the average salary in the US being $84K and in India being 4,4660 rupees.', 'Experienced data analysts in India can earn from 3,63,000 to 19,70,000 rupees, with additional bonuses and profit sharing.', 'Entry-level data analyst in India can earn from 1,72,000 to 7,16,000 rupees, with additional bonuses and profit sharing.']}, {'end': 710.076, 'segs': [{'end': 287.181, 'src': 'embed', 'start': 246.526, 'weight': 1, 'content': [{'end': 252.211, 'text': 'So they need to see through the data and analyze it to find the conclusions next on our list.', 'start': 246.526, 'duration': 5.685}, {'end': 259.817, 'text': 'We have communication skills now data analyst present their findings and translate the data into understandable documents or reports.', 'start': 252.251, 'duration': 7.566}, {'end': 267.463, 'text': 'They need to write and speak clearly and be able to communicate complex ideas into easily understandable terms.', 'start': 260.357, 'duration': 7.106}, {'end': 275.189, 'text': 'Now next we have critical thinking and data analyst must look at the numbers trends and data in order to formulate conclusions.', 'start': 268.063, 'duration': 7.126}, {'end': 278.091, 'text': 'And next, we have attention to detail.', 'start': 276.009, 'duration': 2.082}, {'end': 287.181, 'text': 'As I mentioned earlier, data is precise and data analysts have to make sure that they are attentive in their analysis to come to a correct conclusion,', 'start': 278.352, 'duration': 8.829}], 'summary': 'Data analysts need communication, critical thinking, and attention to detail to analyze and present data effectively.', 'duration': 40.655, 'max_score': 246.526, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/lkga98m0few/pics/lkga98m0few246526.jpg'}, {'end': 370.549, 'src': 'embed', 'start': 324.475, 'weight': 0, 'content': [{'end': 335.319, 'text': 'So skills like SQL, JavaScript, Python, using tools like SAS we have Tableau, Power BI, various visualization tools and all,', 'start': 324.475, 'duration': 10.844}, {'end': 340.121, 'text': 'and you also need to have a good knowledge of Hadoop and the various big data ecosystem.', 'start': 335.319, 'duration': 4.802}, {'end': 346.307, 'text': "So now let's talk about the different job descriptions or the roles of a data analyst.", 'start': 340.721, 'duration': 5.586}, {'end': 352.312, 'text': 'So depending upon the level of expertise data analyst may need to determine organizational goals.', 'start': 346.887, 'duration': 5.425}, {'end': 355.575, 'text': 'They need to mine data from primary and secondary sources.', 'start': 352.733, 'duration': 2.842}, {'end': 362.642, 'text': 'They may be asked to clean and prune data, analyze the data and interpret results, pinpoint the trends,', 'start': 356.076, 'duration': 6.566}, {'end': 370.549, 'text': 'correlations and patterns in the complicated data sets, provide concise data reports with clear visualizations and, finally, design,', 'start': 362.642, 'duration': 7.907}], 'summary': 'Data analysts require skills in sql, javascript, python, sas, tableau, power bi, hadoop, and big data ecosystem. they need to mine, clean, analyze, and report on data to meet organizational goals.', 'duration': 46.074, 'max_score': 324.475, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/lkga98m0few/pics/lkga98m0few324475.jpg'}, {'end': 415.546, 'src': 'embed', 'start': 391.589, 'weight': 4, 'content': [{'end': 399.054, 'text': 'to get a good knowledge of what the organization is set to do and what will help them to make the business profitable.', 'start': 391.589, 'duration': 7.465}, {'end': 400.815, 'text': 'now when we talk about mining data,', 'start': 399.054, 'duration': 1.761}, {'end': 411.503, 'text': 'so data mining is the process to structure the raw data and formulate or recognize the various patterns in the data through the mathematical and computational algorithms.', 'start': 400.815, 'duration': 10.688}, {'end': 415.546, 'text': 'it helps to generate new information and unlock the various insights.', 'start': 411.503, 'duration': 4.043}], 'summary': 'Using data mining to unlock insights for profitable business decisions.', 'duration': 23.957, 'max_score': 391.589, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/lkga98m0few/pics/lkga98m0few391589.jpg'}, {'end': 465.279, 'src': 'embed', 'start': 434.817, 'weight': 5, 'content': [{'end': 441.903, 'text': 'because data cleaning is the first step in the overall data preparation process and it is the process of analyzing,', 'start': 434.817, 'duration': 7.086}, {'end': 444.545, 'text': 'identifying and correcting messy and raw data.', 'start': 441.903, 'duration': 2.642}, {'end': 452.592, 'text': 'Now when analyzing organizational data to make strategic decisions data analyst must start with a thorough data cleaning process.', 'start': 445.006, 'duration': 7.586}, {'end': 455.734, 'text': 'now the good analysis rest on clean data.', 'start': 453.132, 'duration': 2.602}, {'end': 457.215, 'text': 'it is as simple as that.', 'start': 455.734, 'duration': 1.481}, {'end': 465.279, 'text': 'so the cleansing involves removing the data that may distort your analysis or may require you to standardize the data into a single format.', 'start': 457.215, 'duration': 8.064}], 'summary': 'Data cleaning is crucial for analysis, ensuring accurate decision-making. it involves analyzing, identifying, and correcting messy data, and removing or standardizing distorted data.', 'duration': 30.462, 'max_score': 434.817, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/lkga98m0few/pics/lkga98m0few434817.jpg'}, {'end': 497.301, 'src': 'embed', 'start': 477.086, 'weight': 6, 'content': [{'end': 488.495, 'text': 'It is the process of evaluating data using analytical and logical reasoning to examine each component of the data provided one user standard statistical tools to analyze and interpret the data.', 'start': 477.086, 'duration': 11.409}, {'end': 493.218, 'text': 'but there are various tools and programming languages used in the analysis, like we have SAS.', 'start': 488.495, 'duration': 4.723}, {'end': 495.1, 'text': 'We have our studio.', 'start': 493.258, 'duration': 1.842}, {'end': 497.301, 'text': 'We have python for visualization.', 'start': 495.16, 'duration': 2.141}], 'summary': 'Data analysis involves using statistical tools like sas, r, and python for visualization.', 'duration': 20.215, 'max_score': 477.086, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/lkga98m0few/pics/lkga98m0few477086.jpg'}, {'end': 580.389, 'src': 'embed', 'start': 553.429, 'weight': 7, 'content': [{'end': 559.214, 'text': 'For this reason data visualization can have a make-or-break effect when it comes to the impact of your data.', 'start': 553.429, 'duration': 5.785}, {'end': 565.741, 'text': 'Analyst use eye-catchy high-quality charts and graphs to present their findings in clear and concise way.', 'start': 559.898, 'duration': 5.843}, {'end': 571.364, 'text': 'Now. sometimes data analysts might need to have a technical expertise regarding data models,', 'start': 566.221, 'duration': 5.143}, {'end': 574.946, 'text': 'database designs and the development to make the best use of it.', 'start': 571.364, 'duration': 3.582}, {'end': 580.389, 'text': 'They might need to develop and maintain databases by acquiring data from primary and secondary sources.', 'start': 575.286, 'duration': 5.103}], 'summary': 'Data visualization impacts data; analysts use charts, graphs for clear findings. analysts need technical expertise for database development and maintenance.', 'duration': 26.96, 'max_score': 553.429, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/lkga98m0few/pics/lkga98m0few553429.jpg'}, {'end': 615.501, 'src': 'heatmap', 'start': 593.498, 'weight': 0.817, 'content': [{'end': 601.9, 'text': 'Now there are four things needed, which are the clear career objectives, experience, if any, you need to have a good educational qualification and,', 'start': 593.498, 'duration': 8.402}, {'end': 605.901, 'text': 'most importantly, you need to have certain skills which are required for any data analyst.', 'start': 601.9, 'duration': 4.001}, {'end': 609.683, 'text': 'So here I have sample data analyst resume.', 'start': 606.382, 'duration': 3.301}, {'end': 613.964, 'text': 'So as you can see here, first of all, we need to have a clear career objective.', 'start': 610.283, 'duration': 3.681}, {'end': 615.501, 'text': 'You need to be precise.', 'start': 614.58, 'duration': 0.921}], 'summary': '4 key requirements for a data analyst: clear career objective, experience, education, and essential skills.', 'duration': 22.003, 'max_score': 593.498, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/lkga98m0few/pics/lkga98m0few593498.jpg'}, {'end': 689.224, 'src': 'embed', 'start': 662.706, 'weight': 9, 'content': [{'end': 667.83, 'text': 'So consider going for computer science or economics or statistics if required.', 'start': 662.706, 'duration': 5.124}, {'end': 673.834, 'text': 'So, with all these education qualifications, there are also additional skills which are required,', 'start': 668.31, 'duration': 5.524}, {'end': 676.555, 'text': 'without which you cannot apply for any data analyst jobs.', 'start': 673.834, 'duration': 2.721}, {'end': 682.219, 'text': 'So when I talk about skills, there are some technicals as well as non-technical skills.', 'start': 677.056, 'duration': 5.163}, {'end': 684.761, 'text': "So let's have a look at the technical skills first.", 'start': 682.74, 'duration': 2.021}, {'end': 689.224, 'text': 'First of all, we have statistics, programming languages like Python.', 'start': 685.001, 'duration': 4.223}], 'summary': 'Data analyst jobs require technical skills such as statistics and python programming.', 'duration': 26.518, 'max_score': 662.706, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/lkga98m0few/pics/lkga98m0few662706.jpg'}], 'start': 246.526, 'title': 'Essential skills for data analysts and responsibilities', 'summary': 'Discusses the essential skills required for data analysts, including communication, critical thinking, attention to detail, mathematical skills, and technical tools, as well as the different job descriptions and roles of a data analyst. it also explains the key responsibilities and essential skills of a data analyst, including data mining, data cleansing, data analysis, reporting, and the requirements for a good resume when applying for a data analyst job.', 'chapters': [{'end': 391.589, 'start': 246.526, 'title': 'Essential skills for data analysts', 'summary': 'Discusses the essential skills required for data analysts, including communication, critical thinking, attention to detail, mathematical skills, and technical tools, as well as the different job descriptions and roles of a data analyst.', 'duration': 145.063, 'highlights': ['Data analysts require mathematical skills to process numerical data, including statistical and mathematical knowledge, and proficiency in technical tools like SQL, JavaScript, Python, SAS, Tableau, Power BI, Hadoop, and big data ecosystems.', 'Data analysts must possess critical thinking skills to analyze numbers, trends, and data in order to formulate conclusions that are crucial for organizational success.', 'Communication skills are essential for data analysts to present findings, translate data into understandable documents or reports, and communicate complex ideas into easily understandable terms.', 'Attention to detail is vital as data analysts need to be attentive in their analysis to come to a correct conclusion, ensuring precise data analysis to avoid any potential loss for a company or an organization.', 'The different job descriptions and roles of a data analyst involve tasks such as determining organizational goals, mining data from primary and secondary sources, cleaning and pruning data, analyzing and interpreting results, pinpointing trends and patterns in data sets, providing concise data reports with clear visualizations, and designing, creating, and maintaining relational databases and data systems.']}, {'end': 710.076, 'start': 391.589, 'title': 'Essential skills and responsibilities of a data analyst', 'summary': 'Explains the key responsibilities and essential skills of a data analyst, including data mining, data cleansing, data analysis, reporting, and the requirements for a good resume when applying for a data analyst job.', 'duration': 318.487, 'highlights': ['Data analyst job includes data mining, data cleansing, data analysis, reporting, and technical expertise regarding data models and database designs.', 'Data mining is the process of structuring raw data to recognize patterns using mathematical and computational algorithms, leading to the generation of new information and insights.', 'Data cleansing is the first step in data preparation, involving the analysis, identification, and correction of messy and raw data to ensure good analysis rest on clean data.', 'Data analysis involves exploring facts from data using analytical and logical reasoning, evaluating data through standard statistical tools, and utilizing various programming languages and tools such as SAS, R studio, Python, Power BI, and Tableau.', 'Data analysts spend time finding trends, correlation, and patterns in data sets to understand business performance and predict future outcomes, which helps in making strategic decisions to move the business in the right direction.', 'Reporting and data visualization are crucial, as they translate raw data into information and present findings in a clear, concise, and compelling way, using high-quality charts and graphs to keep the audience engaged.', 'Technical expertise in data models, database designs, and development, as well as maintaining databases, is sometimes required for data analysts to make the best use of data from primary and secondary sources.', 'Essential skills for a data analyst include statistics, programming languages like Python, and advanced MS Excel, along with technical expertise and non-technical skills, which are necessary for applying for data analyst jobs.']}], 'duration': 463.55, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/lkga98m0few/pics/lkga98m0few246526.jpg', 'highlights': ['Data analysts require mathematical skills for processing numerical data and proficiency in technical tools like SQL, JavaScript, Python, SAS, Tableau, Power BI, Hadoop, and big data ecosystems.', 'Critical thinking skills are crucial for data analysts to analyze numbers, trends, and data to formulate conclusions essential for organizational success.', 'Communication skills are essential for data analysts to present findings, translate data into understandable documents or reports, and communicate complex ideas into easily understandable terms.', 'Attention to detail is vital for data analysts to ensure precise data analysis and avoid potential loss for a company or an organization.', 'Data mining involves structuring raw data to recognize patterns using mathematical and computational algorithms, leading to the generation of new information and insights.', 'Data cleansing is the first step in data preparation, involving the analysis, identification, and correction of messy and raw data to ensure good analysis rest on clean data.', 'Data analysis involves exploring facts from data using analytical and logical reasoning, evaluating data through standard statistical tools, and utilizing various programming languages and tools such as SAS, R studio, Python, Power BI, and Tableau.', 'Reporting and data visualization are crucial for translating raw data into information and presenting findings in a clear, concise, and compelling way, using high-quality charts and graphs to keep the audience engaged.', 'The different job descriptions and roles of a data analyst involve tasks such as determining organizational goals, mining data from primary and secondary sources, cleaning and pruning data, analyzing and interpreting results, pinpointing trends and patterns in data sets, providing concise data reports with clear visualizations, and designing, creating, and maintaining relational databases and data systems.', 'Essential skills for a data analyst include statistics, programming languages like Python, and advanced MS Excel, along with technical expertise and non-technical skills, which are necessary for applying for data analyst jobs.']}, {'end': 925.258, 'segs': [{'end': 737.657, 'src': 'embed', 'start': 710.74, 'weight': 0, 'content': [{'end': 719.307, 'text': 'So next, we have data warehousing and bi, so any business intelligence tools using the bi tools and data warehousing is always required.', 'start': 710.74, 'duration': 8.567}, {'end': 723.751, 'text': 'now, data cleaning and visualization, as I mentioned earlier, is an important skill,', 'start': 719.307, 'duration': 4.444}, {'end': 727.494, 'text': 'and you also need to have a good understanding of the big data ecosystem.', 'start': 723.751, 'duration': 3.743}, {'end': 728.89, 'text': 'Why I tell you?', 'start': 728.149, 'duration': 0.741}, {'end': 737.657, 'text': 'because, as a data analyst, you might need, to you know, shift your data from certain databases to a no sequel database or to an Hadoop environment,', 'start': 728.89, 'duration': 8.767}], 'summary': 'Data warehousing, bi tools, data cleaning, visualization, and big data ecosystem understanding are essential for data analysts.', 'duration': 26.917, 'max_score': 710.74, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/lkga98m0few/pics/lkga98m0few710740.jpg'}, {'end': 818.193, 'src': 'embed', 'start': 748.527, 'weight': 1, 'content': [{'end': 753.932, 'text': 'Now one of the bonus skills which can land you a good job as a data analyst is machine learning.', 'start': 748.527, 'duration': 5.405}, {'end': 762.701, 'text': 'as many of the machine learning algorithms are used for analysis and identifying which model exactly is preferable for the company to use.', 'start': 754.532, 'duration': 8.169}, {'end': 764.955, 'text': 'Now coming to the non-technical skills.', 'start': 763.314, 'duration': 1.641}, {'end': 766.976, 'text': 'We have analytical problem-solving skills.', 'start': 764.995, 'duration': 1.981}, {'end': 772.62, 'text': 'So data analyst work with large amounts of data including facts and figures and number analysis.', 'start': 767.056, 'duration': 5.564}, {'end': 777.043, 'text': 'They need to see through the data and analyze it to find conclusions.', 'start': 773.1, 'duration': 3.943}, {'end': 783.086, 'text': 'now coming to effective communications, data analyst present their findings into understandable documents or reports.', 'start': 777.043, 'duration': 6.043}, {'end': 790.451, 'text': 'So they need to write and speak clearly as I mentioned earlier to be able to communicate their complex ideas into easily understood terms.', 'start': 783.126, 'duration': 7.325}, {'end': 793.253, 'text': 'Now next we have critical and creative thinking.', 'start': 791.031, 'duration': 2.222}, {'end': 798.198, 'text': 'Data analysts must look at the numbers, trends and data in order to formulate conclusion.', 'start': 793.714, 'duration': 4.484}, {'end': 805.005, 'text': 'Data is precise so data analysts have to make sure they are attentive in their analysis to come to the correct conclusions.', 'start': 798.659, 'duration': 6.346}, {'end': 807.308, 'text': 'Now finally we have industry knowledge.', 'start': 805.506, 'duration': 1.802}, {'end': 818.193, 'text': 'understanding what drives your chosen industry and how data can contribute to the success of a company or organization strategy is a very important skill every data analyst must have.', 'start': 807.968, 'duration': 10.225}], 'summary': 'Data analysts need machine learning, problem-solving, communication, critical thinking, and industry knowledge skills.', 'duration': 69.666, 'max_score': 748.527, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/lkga98m0few/pics/lkga98m0few748527.jpg'}, {'end': 882.124, 'src': 'embed', 'start': 857.29, 'weight': 6, 'content': [{'end': 862.752, 'text': 'we have Adobe, Walmart, LinkedIn, we have Red Hat, IBM, Uber, we have Chase.', 'start': 857.29, 'duration': 5.462}, {'end': 870.537, 'text': 'So these are all the big shots and a lot of companies are hiring data analysts not only the big companies, but also the new startups.', 'start': 863.192, 'duration': 7.345}, {'end': 877.923, 'text': 'They require people who are expertise in data analysis and which can make the business grow at an alarmingly fast rate.', 'start': 870.758, 'duration': 7.165}, {'end': 882.124, 'text': 'so, needless to say, the job openings are huge in this field.', 'start': 878.423, 'duration': 3.701}], 'summary': 'Big companies like adobe, walmart, linkedin, red hat, ibm, uber, and chase are hiring data analysts, with a high demand across startups as well.', 'duration': 24.834, 'max_score': 857.29, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/lkga98m0few/pics/lkga98m0few857290.jpg'}, {'end': 906.792, 'src': 'heatmap', 'start': 885.585, 'weight': 1, 'content': [{'end': 894.508, 'text': 'edreka also provides a data analyst master program that is aligned in such a way that you get acquainted with all the skills that are required to become a data analyst,', 'start': 885.585, 'duration': 8.923}, {'end': 897.689, 'text': 'and that, too, in a correct format and in correct order.', 'start': 894.508, 'duration': 3.181}, {'end': 904.031, 'text': 'so do check it out, guys, and if you have any queries related to this video, please leave them in the comment section below,', 'start': 897.689, 'duration': 6.342}, {'end': 906.792, 'text': 'and we will revert to it as soon as possible.', 'start': 904.031, 'duration': 2.761}], 'summary': 'Edreka offers a data analyst master program covering necessary skills in correct format and order.', 'duration': 21.207, 'max_score': 885.585, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/lkga98m0few/pics/lkga98m0few885585.jpg'}], 'start': 710.74, 'title': 'Data analyst skills', 'summary': 'Emphasizes the importance of data warehousing, business intelligence tools, data cleaning, visualization, and a good understanding of the big data ecosystem for data analysts. it also highlights the key technical and non-technical skills required for a data analyst, including machine learning, analytical problem-solving, effective communications, critical and creative thinking, and industry knowledge. the high demand for data analysts in various companies is also emphasized.', 'chapters': [{'end': 748.147, 'start': 710.74, 'title': 'Data warehousing and bi skills', 'summary': 'Emphasizes the importance of data warehousing, business intelligence tools, data cleaning, visualization, and a good understanding of the big data ecosystem for data analysts, highlighting the need to shift data, perform mapreduce operations, work on spark for streaming data, and perform analysis.', 'duration': 37.407, 'highlights': ['Data warehousing, BI tools, data cleaning, visualization, and a good understanding of the big data ecosystem are essential for data analysts, as they may need to shift data, perform MapReduce operations, work on Spark for streaming data, and perform analysis.', 'As a data analyst, one may need to shift data from certain databases to a no sequel database or to an Hadoop environment, where they need to perform MapReduce operations, work on Spark for streaming data, and perform analysis.']}, {'end': 925.258, 'start': 748.527, 'title': 'Key skills for data analyst jobs', 'summary': 'Highlights the key technical and non-technical skills required for a data analyst, including machine learning, analytical problem-solving, effective communications, critical and creative thinking, and industry knowledge. it also emphasizes the high demand for data analysts in various companies like dropbox, adobe, walmart, linkedin, red hat, ibm, uber, and chase.', 'duration': 176.731, 'highlights': ['Machine learning is a bonus skill for data analysts and is crucial for identifying preferable models for companies. Machine learning is a key skill for data analysts, enabling them to identify preferable models for companies.', 'Analytical problem-solving skills are essential for data analysts to work with large amounts of data and analyze it to find conclusions. Analytical problem-solving skills are crucial for data analysts to work with large amounts of data and derive conclusions.', 'Effective communication skills are necessary for data analysts to present their findings in understandable documents or reports. Effective communication skills are vital for data analysts to present findings in understandable documents or reports.', 'Critical and creative thinking is crucial for data analysts to look at numbers, trends, and data to formulate conclusions. Critical and creative thinking is essential for data analysts to analyze data and formulate conclusions.', 'Industry knowledge is important for data analysts to understand what drives their chosen industry and how data can contribute to company success. Industry knowledge is vital for data analysts to understand industry drivers and contribute to company success.', 'Companies like Dropbox, Adobe, Walmart, LinkedIn, Red Hat, IBM, Uber, and Chase are hiring data analysts due to the high demand in the field. High demand for data analysts is evident from the hiring activities of major companies like Dropbox, Adobe, Walmart, LinkedIn, Red Hat, IBM, Uber, and Chase.']}], 'duration': 214.518, 'thumbnail': 'https://coursnap.oss-ap-southeast-1.aliyuncs.com/video-capture/lkga98m0few/pics/lkga98m0few710740.jpg', 'highlights': ['Data warehousing, BI tools, data cleaning, visualization, and big data ecosystem are essential for data analysts.', 'Machine learning is a crucial skill for data analysts to identify preferable models for companies.', 'Analytical problem-solving skills are essential for data analysts to work with large amounts of data and derive conclusions.', 'Effective communication skills are vital for data analysts to present findings in understandable documents or reports.', 'Critical and creative thinking is essential for data analysts to analyze data and formulate conclusions.', 'Industry knowledge is vital for data analysts to understand industry drivers and contribute to company success.', 'High demand for data analysts is evident from the hiring activities of major companies like Dropbox, Adobe, Walmart, LinkedIn, Red Hat, IBM, Uber, and Chase.']}], 'highlights': ['New York has over 405,000 job openings, with an average salary of $84K in the US and 4,4660 rupees in India.', 'Data generation has reached 2.5 quintillion bytes per day, indicating the massive scale of information being produced.', 'About 90% of the data available has been created in the past couple of years, emphasizing the rapid growth of data.', 'Experienced data analysts in India can earn from 3,63,000 to 19,70,000 rupees, with additional bonuses and profit sharing.', 'Entry-level data analyst in India can earn from 1,72,000 to 7,16,000 rupees, with additional bonuses and profit sharing.', 'Data analysts require mathematical skills for processing numerical data and proficiency in technical tools like SQL, JavaScript, Python, SAS, Tableau, Power BI, Hadoop, and big data ecosystems.', 'Critical thinking skills are crucial for data analysts to analyze numbers, trends, and data to formulate conclusions essential for organizational success.', 'Communication skills are essential for data analysts to present findings, translate data into understandable documents or reports, and communicate complex ideas into easily understandable terms.', 'Attention to detail is vital for data analysts to ensure precise data analysis and avoid potential loss for a company or an organization.', 'Data mining involves structuring raw data to recognize patterns using mathematical and computational algorithms, leading to the generation of new information and insights.', 'Data cleansing is the first step in data preparation, involving the analysis, identification, and correction of messy and raw data to ensure good analysis rest on clean data.', 'Data analysis involves exploring facts from data using analytical and logical reasoning, evaluating data through standard statistical tools, and utilizing various programming languages and tools such as SAS, R studio, Python, Power BI, and Tableau.', 'Reporting and data visualization are crucial for translating raw data into information and presenting findings in a clear, concise, and compelling way, using high-quality charts and graphs to keep the audience engaged.', 'The different job descriptions and roles of a data analyst involve tasks such as determining organizational goals, mining data from primary and secondary sources, cleaning and pruning data, analyzing and interpreting results, pinpointing trends and patterns in data sets, providing concise data reports with clear visualizations, and designing, creating, and maintaining relational databases and data systems.', 'Essential skills for a data analyst include statistics, programming languages like Python, and advanced MS Excel, along with technical expertise and non-technical skills, which are necessary for applying for data analyst jobs.', 'Machine learning is a crucial skill for data analysts to identify preferable models for companies.', 'Analytical problem-solving skills are essential for data analysts to work with large amounts of data and derive conclusions.', 'Effective communication skills are vital for data analysts to present findings in understandable documents or reports.', 'Critical and creative thinking is essential for data analysts to analyze data and formulate conclusions.', 'Industry knowledge is vital for data analysts to understand industry drivers and contribute to company success.', 'High demand for data analysts is evident from the hiring activities of major companies like Dropbox, Adobe, Walmart, LinkedIn, Red Hat, IBM, Uber, and Chase.']}