{"id":1953,"date":"2019-09-16T03:11:09","date_gmt":"2019-09-16T03:11:09","guid":{"rendered":"http:\/\/kusuaks7\/?p=1558"},"modified":"2024-04-08T09:17:10","modified_gmt":"2024-04-08T09:17:10","slug":"how-to-help-a-non-technical-audience-understand-their-readiness-for-data-science","status":"publish","type":"post","link":"https:\/\/www.experfy.com\/blog\/bigdata-cloud\/how-to-help-a-non-technical-audience-understand-their-readiness-for-data-science\/","title":{"rendered":"How to help a non-technical audience understand their readiness for Data Science"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1953\" class=\"elementor elementor-1953\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-53d6306c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"53d6306c\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7681e270\" data-id=\"7681e270\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-318cec6 elementor-widget elementor-widget-text-editor\" data-id=\"318cec6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tLast week I had the pleasure of working with the\u00a0<a href=\"https:\/\/laughlinconsultancy.com\/2019\/06\/17\/msc-in-data-science\/\" target=\"_blank\" rel=\"noopener noreferrer\">University of South Wales (USW)<\/a>\u00a0to help non-technical people\u00a0<a href=\"https:\/\/customerinsightleader.com\/events\/all-in-with-data-science\/\" class=\"broken_link\" rel=\"noopener\">understand Data Science<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8ed07ca elementor-widget elementor-widget-text-editor\" data-id=\"8ed07ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tMore specifically, I was running a Masterclass entitled \u201c<em>Everyday Data Science<\/em>\u201c. The brief was to demystify this topic for a diverse audience. It was clearly popular as it drew a good crowd.\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a82754d elementor-widget elementor-widget-text-editor\" data-id=\"a82754d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tThe delegates who attended my Masterclass varied from data analysts to directors. However, most worked in some branch of public sector services.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-52396ee elementor-widget elementor-widget-heading\" data-id=\"52396ee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h2>What do you cover when you get such a brief?<\/h2><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-869f26f elementor-widget elementor-widget-text-editor\" data-id=\"869f26f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tMy first challenge was what to include. It is always tempting when dealing with a topic like this to rush into evidencing ones technical credentials. But all\u00a0<a href=\"https:\/\/customerinsightleader.com\/books\/speaking-of-speaking\/\" class=\"broken_link\" rel=\"noopener\">speakers<\/a>\u00a0should start by focussing on \u2013 what does your audience need?\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c20eea2 elementor-widget elementor-widget-text-editor\" data-id=\"c20eea2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tIn this case, I decided they needed an overview and specifically the ability to assess whether or not\u00a0<a href=\"https:\/\/customerinsightleader.com\/opinion\/more-specialists\/\" class=\"broken_link\" rel=\"noopener\">Data Science<\/a>\u00a0was relevant for them. To achieve the second half of that, I sought to focus on enabling them to assess their\u00a0<a href=\"https:\/\/customerinsightleader.com\/others\/keys-data-science-readiness\/\" class=\"broken_link\" rel=\"noopener\">readiness for Data Science<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f88af17 elementor-widget elementor-widget-text-editor\" data-id=\"f88af17\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tIt was a good session with great involvement from those who participated. So, I would encourage those who work in South Wales to consider attending one of\u00a0<a href=\"https:\/\/www.southwales.ac.uk\/business-services\/professional-development\/specialist-courses\/masterclasses\/\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"broken_link\">USW\u2019s masterclasses<\/a>. Further down this post, I have also shared the slides that I used via SlideShare.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dcd0c5c elementor-widget elementor-widget-text-editor\" data-id=\"dcd0c5c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tThe point of this blog post is to share the content choices that I made to answer this challenge. I hope it helps you if you need to\u00a0<a href=\"https:\/\/customerinsightleader.com\/events\/communicating-gdpr\/\" class=\"broken_link\" rel=\"noopener\">communicate<\/a>\u00a0about\u00a0<a href=\"https:\/\/customerinsightleader.com\/events\/welsh-data-science-graduate-programme\/\" class=\"broken_link\" rel=\"noopener\">Data Science<\/a>\u00a0to a non-technical audience within your business.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e028098 elementor-widget elementor-widget-heading\" data-id=\"e028098\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h2>Make it personal, even for Data Science and AI<\/h2><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c0633ff elementor-widget elementor-widget-text-editor\" data-id=\"c0633ff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tThe first challenge for all speakers is the WIIFM of your audience. That\u2019s \u201c<em>What\u2019s In It For Me?<\/em>\u201d So, I chose to focus on them all as UK citizens.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-09599a5 elementor-widget elementor-widget-text-editor\" data-id=\"09599a5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tI engaged them personally by sharing just an excerpt of\u00a0some\u00a0<a href=\"https:\/\/customerinsightleader.com\/others\/average-week-of-a-data-scientist\/\" class=\"broken_link\" rel=\"noopener\">Data Science stories<\/a>\u00a0from the news. As well as one that was timely, this was deliberately a mixed diet of potentially positive and negative implications.\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-95336eb elementor-widget elementor-widget-text-editor\" data-id=\"95336eb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tFor instance, on the positive side, I shared about how\u00a0<a href=\"https:\/\/customerinsightleader.com\/others\/ai-misdescription\/\" class=\"broken_link\" rel=\"noopener\">Data Science<\/a>\u00a0has helped with reducing bias in marking at university, improving the energy efficiency of power stations and training the UK Womens\u2019 World Cup football team.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-932d7a1 elementor-widget elementor-widget-text-editor\" data-id=\"932d7a1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tTo get delegates thinking about the potential downsides, I shared on the Brexit referendum, Crime Prediction &amp; potentially racist search algorithms. It\u2019s surprising how people relate to the risks to them even better than they engage with positive opportunities.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7e9fb4f elementor-widget elementor-widget-heading\" data-id=\"7e9fb4f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h2>Understanding Data Scientists are different<\/h2><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5485677 elementor-widget elementor-widget-text-editor\" data-id=\"5485677\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tOne of the goals expressed by delegates at the start of my Masterclass was to understand how Data Scientists differ from Analysts. As\u00a0<a href=\"https:\/\/customerinsightleader.com\/others\/data-scientist-or-just-analyst\/\" class=\"broken_link\" rel=\"noopener\">we have shared before on this blog<\/a>, many commercial businesses are also still confused about which they need.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-66d5309 elementor-widget elementor-widget-text-editor\" data-id=\"66d5309\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\nTo bring this to life, I shared both the inevitable Venn Diagram definitions of\u00a0<a href=\"https:\/\/customerinsightleader.com\/others\/understanding-data-science-how-to-develop-your-data-scientists\/\" class=\"broken_link\" rel=\"noopener\">Data Science<\/a>\u00a0and why they thus need a wide range of skills.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b662370 elementor-widget elementor-widget-text-editor\" data-id=\"b662370\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\nThis section gave me the opportunity to emphasise both the range of\u00a0<a href=\"https:\/\/customerinsightleader.com\/books\/cool-kids-resources-for-julia\/\" class=\"broken_link\" rel=\"noopener\">technical skills<\/a>\u00a0and\u00a0<a href=\"https:\/\/customerinsightleader.com\/opinion\/are-softer-skills-for-analysts-being-neglected\/\" class=\"broken_link\" rel=\"noopener\">softer skills<\/a>\u00a0needed. I have shared before on the benefits of having a\u00a0<a href=\"https:\/\/customerinsightleader.com\/opinion\/benefits-competency-framework-for-analysts\/\" class=\"broken_link\" rel=\"noopener\">competency framework<\/a>. So, I shared the EDISON framework to understand the breadth of technical skills needed. This was complemented by my own\u00a0<a href=\"https:\/\/customerinsightleader.com\/opinion\/planning-your-analysis-with-a-model-for-greater-value\/\" class=\"broken_link\" rel=\"noopener\">Softer Skills 9 Step Model<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-410cdf2 elementor-widget elementor-widget-text-editor\" data-id=\"410cdf2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\nFinally, I wanted to alert delegates as to the ways that\u00a0<a href=\"https:\/\/customerinsightleader.com\/others\/listening-31-data-scientists\/\" class=\"broken_link\" rel=\"noopener\">Data Scientists<\/a>\u00a0need to work differently. So, in this section, I shared both some of the popular\u00a0<a href=\"https:\/\/customerinsightleader.com\/opinion\/more-data-science-methodology-2\/\" class=\"broken_link\" rel=\"noopener\">Data Science methodologies<\/a>\u00a0and the relevance of\u00a0<a href=\"https:\/\/customerinsightleader.com\/opinion\/agile-working-culture-change\/\" class=\"broken_link\" rel=\"noopener\">Agile Working<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-510bdd8 elementor-widget elementor-widget-heading\" data-id=\"510bdd8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h2>What are others doing with their Data Science applications?<\/h2><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b2b7b25 elementor-widget elementor-widget-text-editor\" data-id=\"b2b7b25\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tThese days everyone seems to want use-cases. To learn from other applications &amp; avoid being \u201c<em>bleeding edge<\/em>\u201d innovators. So, I shared some\u00a0<a href=\"https:\/\/customerinsightleader.com\/others\/ai-misdescription\/\" class=\"broken_link\" rel=\"noopener\">applications<\/a>\u00a0that have impressed me.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-42764d1 elementor-widget elementor-widget-text-editor\" data-id=\"42764d1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tThis was a useful opportunity to highlight several of the case studies that I have heard eloquently outlined at other events. So, I drew on the following conferences:\n<ul>\n \t<li><a href=\"https:\/\/customerinsightleader.com\/events\/insights-from-fs-firms\/\" class=\"broken_link\" rel=\"noopener\">Customer Experience Conference (CXC) for Financial Services<\/a><\/li>\n \t<li><a href=\"https:\/\/customerinsightleader.com\/events\/data-leaders-summit-2018-day-one\/\" class=\"broken_link\" rel=\"noopener\">Day One of the latest Data Leaders Summit<\/a>, Barcelona<\/li>\n \t<li><a href=\"https:\/\/customerinsightleader.com\/events\/data-leaders-summit-2018-day-two\/\" class=\"broken_link\" rel=\"noopener\">Day Two of the latest Data Leaders Summit<\/a>, Barcelona<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9cf40d8 elementor-widget elementor-widget-text-editor\" data-id=\"9cf40d8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tDelegates appeared particularly engaged with the implications of needing to think mobile-first in designing your applications. So, I shared some of the advice from \u201c<a href=\"https:\/\/customerinsightleader.com\/books\/how-to-understand-your-customers-mobile-mind-shift\/\" class=\"broken_link\" rel=\"noopener\">The Mobile Mindshift<\/a>\u201c.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69dd956 elementor-widget elementor-widget-heading\" data-id=\"69dd956\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h2>Don\u2019t overlook the fundamentals (Data)<\/h2><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e0e7de2 elementor-widget elementor-widget-text-editor\" data-id=\"e0e7de2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tTo help delegates assess their readiness for Data Science, I covered a lot of data fundamentals.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4e8a3f8 elementor-widget elementor-widget-text-editor\" data-id=\"4e8a3f8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tUnderstanding the breadth of\u00a0<a href=\"https:\/\/customerinsightleader.com\/others\/forget-big-data-fast-data\/\" class=\"broken_link\" rel=\"noopener\">Big Data<\/a>\u00a0types and their potential relevance (and challenge for legacy systems).\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3675dd3 elementor-widget elementor-widget-text-editor\" data-id=\"3675dd3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tIt was also important to emphasise the critical need for\u00a0<a href=\"https:\/\/customerinsightleader.com\/others\/data-quality-reporting-1\/\" class=\"broken_link\" rel=\"noopener\">Data Quality<\/a>\u00a0and the impact of\u00a0<a href=\"https:\/\/customerinsightleader.com\/others\/gdpr-resources\/\" class=\"broken_link\" rel=\"noopener\">GDPR<\/a>. Both these topics helped clarify challenges that have still not been addressed by most delegates and could severely limit what a\u00a0<a href=\"https:\/\/customerinsightleader.com\/others\/data-scientist-or-just-analyst\/\" class=\"broken_link\" rel=\"noopener\">Data Scientist<\/a>\u00a0could do.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-867b4df elementor-widget elementor-widget-text-editor\" data-id=\"867b4df\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tThis section also included considering the importance of life events. How these provide a potential opportunity (as relevant \u201c<a href=\"https:\/\/customerinsightleader.com\/opinion\/what-did-you-think-about-after-your-wedding\/\" class=\"broken_link\" rel=\"noopener\">trigger<\/a>\u201d data) and make it harder to keep your data up-to-date.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-229a632 elementor-widget elementor-widget-text-editor\" data-id=\"229a632\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tThis certainly identified some work still to be done by most delegates.\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7c38366 elementor-widget elementor-widget-heading\" data-id=\"7c38366\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h2>Recognise the growing popularity and opportunity of coding<\/h2>\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-07c0bb8 elementor-widget elementor-widget-text-editor\" data-id=\"07c0bb8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tI introduced the delegates to 3 potential Data Science programming languages (R, Python &amp; Julia). To bring to life their growing popularity I shared my experience of finding that a guide to learning\u00a0<a href=\"https:\/\/customerinsightleader.com\/books\/data-science-resources-for-python\/\" class=\"broken_link\" rel=\"noopener\">Python<\/a>\u00a0had pride of place in the magazine stand of my local Sainsburys.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aca0bba elementor-widget elementor-widget-text-editor\" data-id=\"aca0bba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tWe reviewed the ecosystems and resources available to help people learn and master these languages. I also pitched the importance of Data Visualisation skills for Data Science teams and we touched on some of the resources available to support\u00a0<a href=\"https:\/\/customerinsightleader.com\/others\/data-artist-role\/\" class=\"broken_link\" rel=\"noopener\">Data Visualisers<\/a>.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a444361 elementor-widget elementor-widget-heading\" data-id=\"a444361\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h2>Test your own readiness<\/h2><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e7095dd elementor-widget elementor-widget-text-editor\" data-id=\"e7095dd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tFinally, I revisited a post I\u2019ve shared before from Mango software. In that post, they suggest the following steps to ensure you are ready for Data Science work:\n<ol>\n \t<li>Ensure adequate access to the data needed (perhaps a\u00a0<a href=\"https:\/\/customerinsightleader.com\/others\/data-lakes-wearables-right-tools-job\/\" class=\"broken_link\" rel=\"noopener\">Data Lake<\/a>?)<\/li>\n \t<li>Ensure you have the software\/tools that Data Scientists need<\/li>\n \t<li>Manage your\u00a0<a href=\"https:\/\/customerinsightleader.com\/opinion\/developing-domain-knowledge\/\" class=\"broken_link\" rel=\"noopener\">domain knowledge<\/a>, for access by Data Scientists<\/li>\n \t<li>Carefully manage your relationship with the IT department<\/li>\n \t<li>Ensure you have clarity on goals to achieve<\/li>\n<\/ol>\nWell worth checking out some of the other posts that I have linked to above, as those should help guide you through what to consider.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a7d1c1c elementor-widget elementor-widget-heading\" data-id=\"a7d1c1c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><h2>Helping you communicate Data Science to your audience.<\/h2><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd2e4f1 elementor-widget elementor-widget-text-editor\" data-id=\"cd2e4f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tI hope this post has helped you consider how to communicate\u00a0<a href=\"https:\/\/customerinsightleader.com\/others\/understanding-data-science-how-to-develop-your-data-scientists\/\" class=\"broken_link\" rel=\"noopener\">Data Science<\/a>\u00a0through your\u00a0<a href=\"https:\/\/customerinsightleader.com\/events\/analytics-teams-growing-sharing-internal-events\/\" class=\"broken_link\" rel=\"noopener\">internal events<\/a>. Please do let me know (in Comments box below) which parts you found relevant.\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f381ad3 elementor-widget elementor-widget-text-editor\" data-id=\"f381ad3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\tAs a final resource to help you, here are the slides that I presented to delegates at this USW Masterclass:\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ff6a7d8 elementor-widget elementor-widget-text-editor\" data-id=\"ff6a7d8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<iframe src=\"https:\/\/www.slideshare.net\/slideshow\/embed_code\/153801553\" width=\"425\" height=\"348\" allowfullscreen=\"allowfullscreen\"><\/iframe>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f734b1f elementor-widget elementor-widget-text-editor\" data-id=\"f734b1f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\nHave a great summer &amp; hope to see you at a future event.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Last week I had the pleasure of working with the\u00a0University of South Wales (USW)\u00a0to help non-technical people\u00a0understand Data Science.More specifically, I was running a Masterclass entitled \u201cEveryday Data Science\u201c. The brief was to demystify this topic for a diverse audience. It was clearly popular as it drew a good crowd. The delegates who attended my<\/p>\n","protected":false},"author":639,"featured_media":3950,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[187],"tags":[94],"ppma_author":[3364],"class_list":["post-1953","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-bigdata-cloud","tag-data-science"],"authors":[{"term_id":3364,"user_id":639,"is_guest":0,"slug":"paul-laughlin","display_name":"Paul Laughlin","avatar_url":"https:\/\/secure.gravatar.com\/avatar\/?s=96&d=mm&r=g","user_url":"","last_name":"Laughlin","first_name":"Paul","job_title":"","description":"Paul Laughlin is Founder and Managing Director at <a href=\"https:\/\/laughlinconsultancy.com\/\">Laughlin Consultancy Ltd<\/a> that helps companies generate sustainable value from their customer insight, His speaking focuses on topics including Customer Insight, Leadership, Data, Analytics, Data Science, and Research &amp; Database Marketing. Follow&nbsp;<a href=\"https:\/\/customerinsightleader.com\/\">Customer Insight blog<\/a>."}],"_links":{"self":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/1953","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/users\/639"}],"replies":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/comments?post=1953"}],"version-history":[{"count":4,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/1953\/revisions"}],"predecessor-version":[{"id":36589,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/posts\/1953\/revisions\/36589"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/media\/3950"}],"wp:attachment":[{"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/media?parent=1953"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/categories?post=1953"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/tags?post=1953"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.experfy.com\/blog\/wp-json\/wp\/v2\/ppma_author?post=1953"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}