{"id":994,"date":"2023-03-16T09:24:14","date_gmt":"2023-03-16T09:24:14","guid":{"rendered":"https:\/\/blogs.bath.ac.uk\/academic-and-employability-skills\/?p=994"},"modified":"2023-05-03T16:23:39","modified_gmt":"2023-05-03T15:23:39","slug":"getting-started-with-data-analysis","status":"publish","type":"post","link":"https:\/\/blogs.bath.ac.uk\/academic-and-employability-skills\/2023\/03\/16\/getting-started-with-data-analysis\/","title":{"rendered":"Getting started with data analysis"},"content":{"rendered":"<p><span class=\"TextRun SCXW68807008 BCX8\" lang=\"EN-GB\" xml:lang=\"EN-GB\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW68807008 BCX8\">One skill <\/span><span class=\"NormalTextRun SCXW68807008 BCX8\">you\u2019ll<\/span><span class=\"NormalTextRun SCXW68807008 BCX8\"> need to use a lot at university is data analysis, especially when you come to work on a research project.<\/span> <span class=\"NormalTextRun SCXW68807008 BCX8\">The Skills Centre has created<\/span><span class=\"NormalTextRun SCXW68807008 BCX8\"> a new resource<\/span><span class=\"NormalTextRun SCXW68807008 BCX8\"> on <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW68807008 BCX8\">MySkills<\/span><span class=\"NormalTextRun SCXW68807008 BCX8\"> to help get you <\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW68807008 BCX8\">data-driven<\/span><span class=\"NormalTextRun SCXW68807008 BCX8\">.\u00a0<\/span><\/span><span class=\"EOP SCXW68807008 BCX8\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:259,&quot;469777462&quot;:[720],&quot;469777927&quot;:[0],&quot;469777928&quot;:[8]}\">\u00a0<\/span><!--more--><\/p>\n<h2><span data-contrast=\"none\">Why is data analysis important?<\/span><span data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:40,&quot;335559739&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/h2>\n<p><span data-contrast=\"auto\">Collecting and analysing data basically allows you to investigate a hypothesis and reach an informed decision about it. Analysis and interpretation give your collected data meaning and really bring it to life.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:259,&quot;469777462&quot;:[720],&quot;469777927&quot;:[0],&quot;469777928&quot;:[8]}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Data analysis is also an increasingly valuable employability skill. It is predicted that jobs for data analysts will grow by 23% from now until 2031 (US, BLS, 2022), with many employers needing staff who can understand and interpret data in order to predict market trends and keep their businesses competitive.\u00a0<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:259,&quot;469777462&quot;:[720],&quot;469777927&quot;:[0],&quot;469777928&quot;:[8]}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">For some people, analysing data may seem like a big challenge, especially if you haven\u2019t done much of it in the past or you don\u2019t feel confident with numbers. It is a complex skill, but well worth taking the time to develop during your studies.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:259,&quot;469777462&quot;:[720],&quot;469777927&quot;:[0],&quot;469777928&quot;:[8]}\">\u00a0<\/span><\/p>\n<h2><span data-contrast=\"none\">Data analysis guide<\/span><span data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:40,&quot;335559739&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/h2>\n<p><span data-contrast=\"auto\">The new guide on MySkills aims to provide an introduction to data and data analysis and brings useful resources together in one place.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:259,&quot;469777462&quot;:[720],&quot;469777927&quot;:[0],&quot;469777928&quot;:[8]}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">It includes videos explaining the difference between <\/span><span data-contrast=\"none\">quantitative and qualitative data, the importance of interpreting data, and some key tools you can use to organise and analyse your data. <\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">The guide links to resources and blogs from the Mathematics Resources Centre (MASH) to help you plan and get started with a quantitative investigation. It also links to the Library\u2019s guide on <\/span><span data-contrast=\"none\">programming, data analysis and data visualisation languages and platforms.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:259,&quot;469777462&quot;:[720],&quot;469777927&quot;:[0],&quot;469777928&quot;:[8]}\">\u00a0<\/span><\/p>\n<h2><span data-contrast=\"none\">Further support\u00a0<\/span><span data-ccp-props=\"{&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:40,&quot;335559739&quot;:0,&quot;335559740&quot;:259}\">\u00a0<\/span><\/h2>\n<p><span data-contrast=\"auto\">MASH can help with each step of your data analysis. From installing statistical programs on your personal computer to interpreting your results. If you have problems along the way, such as your data doesn\u2019t meet the assumptions of the test you would like to use, MASH can help with that too.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">The daily <\/span><a href=\"https:\/\/www.bath.ac.uk\/corporate-information\/mash-drop-in-and-workshop-timetables\/\"><span data-contrast=\"none\">MASH drop-in<\/span><\/a><span data-contrast=\"auto\"> is a great place to go to ask a quick data question at any stage of your research project.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">You can also book a 30-minute appointment with the MASH <\/span><a href=\"https:\/\/www.bath.ac.uk\/guides\/getting-statistics-advice-for-project-work\/\"><span data-contrast=\"none\">Statistics Advisory Service<\/span><\/a><span data-contrast=\"auto\"> which provides statistics advice for students doing project work like final year, field study or research projects, and can also offer help with statistical packages.<\/span><span data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">If you\u2019ve got any feedback about the data analysis guide, we\u2019d love to hear from you! Please get in touch with us at <\/span><a href=\"mailto:academicskills@bath.ac.uk\"><span data-contrast=\"none\">academicskills@bath.ac.uk<\/span><\/a><span data-contrast=\"auto\">.\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>One skill you\u2019ll need to use a lot at university is data analysis, especially when you come to work on a research project. The Skills Centre has created a new resource on MySkills to help get you data-driven.\u00a0\u00a0<\/p>\n","protected":false},"author":1438,"featured_media":996,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[63,62],"tags":[261,264,266,263,262,267,268,265],"class_list":["post-994","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-employability","category-maths-and-statistics","tag-data-analysis","tag-excel","tag-nvivo","tag-qualitative-data","tag-quantitative-data","tag-r","tag-rstudio","tag-spss"],"acf":[],"jetpack_featured_media_url":"https:\/\/blogs.bath.ac.uk\/academic-and-employability-skills\/wp-content\/uploads\/sites\/84\/2023\/03\/data-800x450-1.png","jetpack-related-posts":[{"id":1376,"url":"https:\/\/blogs.bath.ac.uk\/academic-and-employability-skills\/2024\/12\/07\/exploring-linkedin-learning\/","url_meta":{"origin":994,"position":0},"title":"Exploring LinkedIn Learning","author":"Lola Osinoiki","date":"December 7, 2024","format":false,"excerpt":"While my lectures provide core subject knowledge, LinkedIn Learning offers focused, practical courses that have already helped me approach my studies and build employability skills. How LinkedIn Learning Works LinkedIn Learning courses typically begin with an introductory section, followed by chapters broken into bite-sized video lessons. These are often accompanied\u2026","rel":"","context":"In &quot;Employability&quot;","block_context":{"text":"Employability","link":"https:\/\/blogs.bath.ac.uk\/academic-and-employability-skills\/category\/employability\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":1763,"url":"https:\/\/blogs.bath.ac.uk\/academic-and-employability-skills\/2026\/02\/19\/non-significant-p-values\/","url_meta":{"origin":994,"position":1},"title":"Non significant p-values","author":"Ruth Hand","date":"February 19, 2026","format":false,"excerpt":"Oh no! No significant results, your project is ruined. Ruth Hand from the Mathematics Resources Centre (MASH) offers a fresh perspective and maybe it's not so bad after all. POV: you are an undergraduate final year with a non-significant stats test\u00a0 After months of data collection and weeks of cleaning\u2026","rel":"","context":"In &quot;Academic skills&quot;","block_context":{"text":"Academic skills","link":"https:\/\/blogs.bath.ac.uk\/academic-and-employability-skills\/category\/academic-skills\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/blogs.bath.ac.uk\/academic-and-employability-skills\/wp-content\/uploads\/sites\/84\/2026\/02\/pierre-bamin-rhoNr6gvQvA-unsplash.jpg?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/blogs.bath.ac.uk\/academic-and-employability-skills\/wp-content\/uploads\/sites\/84\/2026\/02\/pierre-bamin-rhoNr6gvQvA-unsplash.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/blogs.bath.ac.uk\/academic-and-employability-skills\/wp-content\/uploads\/sites\/84\/2026\/02\/pierre-bamin-rhoNr6gvQvA-unsplash.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/blogs.bath.ac.uk\/academic-and-employability-skills\/wp-content\/uploads\/sites\/84\/2026\/02\/pierre-bamin-rhoNr6gvQvA-unsplash.jpg?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/blogs.bath.ac.uk\/academic-and-employability-skills\/wp-content\/uploads\/sites\/84\/2026\/02\/pierre-bamin-rhoNr6gvQvA-unsplash.jpg?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/blogs.bath.ac.uk\/academic-and-employability-skills\/wp-content\/uploads\/sites\/84\/2026\/02\/pierre-bamin-rhoNr6gvQvA-unsplash.jpg?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":1053,"url":"https:\/\/blogs.bath.ac.uk\/academic-and-employability-skills\/2023\/09\/18\/how-to-navigate-generative-artificial-intelligence-genai-tools-with-confidence-and-integrity\/","url_meta":{"origin":994,"position":2},"title":"How to navigate Generative Artificial Intelligence (GenAI) tools with confidence and integrity","author":"Kevin Renfrew","date":"September 18, 2023","format":false,"excerpt":"Artificial intelligence (AI) is advancing rapidly, and new Generative Artificial Intelligence (GenAI) tools like Copilot, ChatGPT, Claude, Elicit, Perplexity, and Bard are now easily accessible online. As university students, how can you incorporate these emerging technologies into your studies and campus life confidently and responsibly? Here are some guiding principles.\u2026","rel":"","context":"In &quot;Academic integrity&quot;","block_context":{"text":"Academic integrity","link":"https:\/\/blogs.bath.ac.uk\/academic-and-employability-skills\/category\/academic-integrity\/"},"img":{"alt_text":"A series of three stylised Generative Artificial Intelligence illustrations: 1) A circular blue tech-inspired pattern with concentric rings and digital elements. 2) A dark and light blue illustration showing a robotic figure reaching out of a laptop computer to access GenAI. 3) A blue robotic hand reaching out to a human hand, suggesting connection or assistance.","src":"https:\/\/i0.wp.com\/blogs.bath.ac.uk\/academic-and-employability-skills\/wp-content\/uploads\/sites\/84\/2023\/09\/GenAI-Info-page-banner.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/blogs.bath.ac.uk\/academic-and-employability-skills\/wp-content\/uploads\/sites\/84\/2023\/09\/GenAI-Info-page-banner.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/blogs.bath.ac.uk\/academic-and-employability-skills\/wp-content\/uploads\/sites\/84\/2023\/09\/GenAI-Info-page-banner.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/blogs.bath.ac.uk\/academic-and-employability-skills\/wp-content\/uploads\/sites\/84\/2023\/09\/GenAI-Info-page-banner.png?resize=700%2C400&ssl=1 2x"},"classes":[]},{"id":1226,"url":"https:\/\/blogs.bath.ac.uk\/academic-and-employability-skills\/2024\/06\/03\/bias-proof-your-genai-strategies-to-mitigate-algorithmic-and-human-biases\/","url_meta":{"origin":994,"position":3},"title":"Navigating the GenAI Landscape: From Bias to Prompts: Key Insights and Strategies for Student","author":"Kevin Renfrew","date":"June 3, 2024","format":false,"excerpt":"As the University embraces the power of Generative Artificial Intelligence (GenAI), we've taken proactive steps to equip you with the knowledge and skills to navigate this rapidly evolving landscape. Over the last month, using the University of Bath Instagram account we've conducted a series of Instagram Quiz and Poll Stories,\u2026","rel":"","context":"In &quot;Academic integrity&quot;","block_context":{"text":"Academic integrity","link":"https:\/\/blogs.bath.ac.uk\/academic-and-employability-skills\/category\/academic-integrity\/"},"img":{"alt_text":"A series of three stylised Generative Artificial Intelligence illustrations: 1) A circular blue tech-inspired pattern with concentric rings and digital elements. 2) A dark and light blue illustration showing a robotic figure reaching out of a laptop computer to access GenAI. 3) A blue robotic hand reaching out to a human hand, suggesting connection or assistance.","src":"https:\/\/i0.wp.com\/blogs.bath.ac.uk\/academic-and-employability-skills\/wp-content\/uploads\/sites\/84\/2023\/09\/GenAI-Info-page-banner.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/blogs.bath.ac.uk\/academic-and-employability-skills\/wp-content\/uploads\/sites\/84\/2023\/09\/GenAI-Info-page-banner.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/blogs.bath.ac.uk\/academic-and-employability-skills\/wp-content\/uploads\/sites\/84\/2023\/09\/GenAI-Info-page-banner.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/blogs.bath.ac.uk\/academic-and-employability-skills\/wp-content\/uploads\/sites\/84\/2023\/09\/GenAI-Info-page-banner.png?resize=700%2C400&ssl=1 2x"},"classes":[]},{"id":1542,"url":"https:\/\/blogs.bath.ac.uk\/academic-and-employability-skills\/2025\/04\/24\/student-guidance-on-the-ethical-and-legal-use-of-genai\/","url_meta":{"origin":994,"position":4},"title":"Student Guidance on the Ethical and Legal use of GenAI","author":"Kevin Renfrew","date":"April 24, 2025","format":false,"excerpt":"Generative Artificial Intelligence (GenAI) presents both opportunities and challenges for students in higher education. GenAI tools are software applications that use artificial intelligence to generate content, such as text, images, or music, based on input data. Examples include large language models, such as GPT-4, image generators, and music composition tools.\u2026","rel":"","context":"In &quot;Critical thinking&quot;","block_context":{"text":"Critical thinking","link":"https:\/\/blogs.bath.ac.uk\/academic-and-employability-skills\/category\/capabilities-framework\/critical-thinking\/"},"img":{"alt_text":"A series of three stylised Generative Artificial Intelligence illustrations: 1) A circular blue tech-inspired pattern with concentric rings and digital elements. 2) A dark and light blue illustration showing a robotic figure reaching out of a laptop computer to access GenAI. 3) A blue robotic hand reaching out to a human hand, suggesting connection or assistance.","src":"https:\/\/i0.wp.com\/blogs.bath.ac.uk\/academic-and-employability-skills\/wp-content\/uploads\/sites\/84\/2023\/09\/GenAI-Info-page-banner.png?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/blogs.bath.ac.uk\/academic-and-employability-skills\/wp-content\/uploads\/sites\/84\/2023\/09\/GenAI-Info-page-banner.png?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/blogs.bath.ac.uk\/academic-and-employability-skills\/wp-content\/uploads\/sites\/84\/2023\/09\/GenAI-Info-page-banner.png?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/blogs.bath.ac.uk\/academic-and-employability-skills\/wp-content\/uploads\/sites\/84\/2023\/09\/GenAI-Info-page-banner.png?resize=700%2C400&ssl=1 2x"},"classes":[]},{"id":462,"url":"https:\/\/blogs.bath.ac.uk\/academic-and-employability-skills\/2026\/05\/03\/writing-your-dissertations-structure-and-sections\/","url_meta":{"origin":994,"position":5},"title":"Writing your dissertation: Structure and sections","author":"Tom Reid","date":"May 3, 2026","format":false,"excerpt":"In this post, we look at the structural elements of a typical dissertation. 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