{"id":100006547,"date":"2021-03-31T09:00:23","date_gmt":"2021-03-31T07:00:23","guid":{"rendered":"https:\/\/www.reacfin.com\/?p=100006547"},"modified":"2021-04-14T13:47:23","modified_gmt":"2021-04-14T11:47:23","slug":"building-a-standardized-data-analytics-workflow","status":"publish","type":"post","link":"https:\/\/www.reacfin.com\/index.php\/2021\/03\/31\/building-a-standardized-data-analytics-workflow\/","title":{"rendered":"Data Analytics Workflows"},"content":{"rendered":"<p>{&#8220;main-title&#8221;:{&#8220;component&#8221;:&#8221;hc_title&#8221;,&#8221;id&#8221;:&#8221;main-title&#8221;,&#8221;subtitle&#8221;:&#8221;&#8221;,&#8221;title_content&#8221;:{&#8220;component&#8221;:&#8221;hc_title_image&#8221;,&#8221;id&#8221;:&#8221;title-image&#8221;,&#8221;image&#8221;:&#8221;&#8221;,&#8221;full_screen&#8221;:false,&#8221;full_screen_height&#8221;:&#8221;&#8221;,&#8221;parallax&#8221;:false,&#8221;bleed&#8221;:&#8221;&#8221;,&#8221;ken_burn&#8221;:&#8221;&#8221;,&#8221;overlay&#8221;:&#8221;&#8221;,&#8221;breadcrumbs&#8221;:false,&#8221;white&#8221;:true},&#8221;title&#8221;:&#8221;Data Analytics Workflows&#8221;},&#8221;section_5ZtkF&#8221;:{&#8220;component&#8221;:&#8221;hc_section&#8221;,&#8221;id&#8221;:&#8221;section_5ZtkF&#8221;,&#8221;section_width&#8221;:&#8221;&#8221;,&#8221;animation&#8221;:&#8221;&#8221;,&#8221;animation_time&#8221;:&#8221;&#8221;,&#8221;timeline_animation&#8221;:&#8221;&#8221;,&#8221;timeline_delay&#8221;:&#8221;&#8221;,&#8221;timeline_order&#8221;:&#8221;&#8221;,&#8221;vertical_row&#8221;:&#8221;&#8221;,&#8221;box_middle&#8221;:&#8221;&#8221;,&#8221;css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_styles&#8221;:&#8221;&#8221;,&#8221;section_content&#8221;:[{&#8220;component&#8221;:&#8221;hc_column&#8221;,&#8221;id&#8221;:&#8221;column_vtfQF&#8221;,&#8221;column_width&#8221;:&#8221;col-md-12&#8243;,&#8221;animation&#8221;:&#8221;&#8221;,&#8221;animation_time&#8221;:&#8221;&#8221;,&#8221;timeline_animation&#8221;:&#8221;&#8221;,&#8221;timeline_delay&#8221;:&#8221;&#8221;,&#8221;timeline_order&#8221;:&#8221;&#8221;,&#8221;css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_styles&#8221;:&#8221;&#8221;,&#8221;main_content&#8221;:[]},{&#8220;component&#8221;:&#8221;hc_column&#8221;,&#8221;id&#8221;:&#8221;column_5ZtkF&#8221;,&#8221;column_width&#8221;:&#8221;col-md-12&#8243;,&#8221;animation&#8221;:&#8221;&#8221;,&#8221;animation_time&#8221;:&#8221;&#8221;,&#8221;timeline_animation&#8221;:&#8221;&#8221;,&#8221;timeline_delay&#8221;:&#8221;&#8221;,&#8221;timeline_order&#8221;:&#8221;&#8221;,&#8221;css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_styles&#8221;:&#8221;&#8221;,&#8221;main_content&#8221;:[{&#8220;component&#8221;:&#8221;hc_icon_list_simple&#8221;,&#8221;id&#8221;:&#8221;K48k7&#8243;,&#8221;css_classes&#8221;:&#8221;text-xs &#8220;,&#8221;custom_css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_styles&#8221;:&#8221;&#8221;,&#8221;rows&#8221;:[{&#8220;component&#8221;:&#8221;repeater_item&#8221;,&#8221;id&#8221;:&#8221;rm1mC&#8221;,&#8221;icon&#8221;:&#8221;fa fa-info-circle&#8221;,&#8221;text&#8221;:&#8221;<b>Title :<\/b> Building a Standardized Data Analytics Workflow: A Step-by-Step Guide for Financial Institutions, Illustrated with a Lapse Modeling Case Study&#8221;},{&#8220;component&#8221;:&#8221;repeater_item&#8221;,&#8221;id&#8221;:&#8221;deD1B&#8221;,&#8221;icon&#8221;:&#8221;fa fa-pencil&#8221;,&#8221;text&#8221;:&#8221;<b>Authors :<\/b> Julien Antunes Mendes, Samuel Mahy  and Xavier Mar\u00e9chal&#8221;},{&#8220;component&#8221;:&#8221;repeater_item&#8221;,&#8221;id&#8221;:&#8221;tZRoV&#8221;,&#8221;icon&#8221;:&#8221;fa fa-calendar&#8221;,&#8221;text&#8221;:&#8221;<b>Date :<\/b> March 2021&#8243;},{&#8220;component&#8221;:&#8221;repeater_item&#8221;,&#8221;id&#8221;:&#8221;Vx5yA&#8221;,&#8221;icon&#8221;:&#8221;fa fa-bookmark&#8221;,&#8221;text&#8221;:&#8221;<b>Reference :<\/b> Reacfin E-Book Vol.1 2021&#8243;},{&#8220;component&#8221;:&#8221;repeater_item&#8221;,&#8221;id&#8221;:&#8221;5ZtkF&#8221;,&#8221;icon&#8221;:&#8221;fa fa-tags&#8221;,&#8221;text&#8221;:&#8221;<b>Key words :<\/b> Data Analytics \u2013 Lapse Modeling \u2013 Data Sourcing \u2013 AI \u2013 Machine Learning- Standardized Workflow \u2013 Robust data analytics projects&#8221;}],&#8221;alignment&#8221;:&#8221;text-left&#8221;,&#8221;icon_size&#8221;:&#8221;&#8221;,&#8221;list_style&#8221;:&#8221;&#8221;}]},{&#8220;component&#8221;:&#8221;hc_column&#8221;,&#8221;id&#8221;:&#8221;column_63zV6&#8243;,&#8221;column_width&#8221;:&#8221;col-md-12&#8243;,&#8221;animation&#8221;:&#8221;&#8221;,&#8221;animation_time&#8221;:&#8221;&#8221;,&#8221;timeline_animation&#8221;:&#8221;&#8221;,&#8221;timeline_delay&#8221;:&#8221;&#8221;,&#8221;timeline_order&#8221;:&#8221;&#8221;,&#8221;css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_styles&#8221;:&#8221;&#8221;,&#8221;main_content&#8221;:[{&#8220;component&#8221;:&#8221;hc_space&#8221;,&#8221;id&#8221;:&#8221;fN33u&#8221;,&#8221;css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_styles&#8221;:&#8221;&#8221;,&#8221;size&#8221;:&#8221;xs&#8221;,&#8221;height&#8221;:&#8221;&#8221;},{&#8220;component&#8221;:&#8221;hc_quote&#8221;,&#8221;id&#8221;:&#8221;42hy8&#8243;,&#8221;css_classes&#8221;:&#8221;text-s &#8220;,&#8221;custom_css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_styles&#8221;:&#8221;&#8221;,&#8221;text&#8221;:&#8221;Data science and machine learning techniques have become increasingly popular for many applications, including projects in financial institutions. However, it can be challenging for businesses to develop the right workflows to smoothly and efficiently implement data projects from end to end. \\n\\nYet standardizing and building robust data practices is absolutely critical in supporting data-driven decision making \u2014 without it, in a world where 87% of data science and machine learning projects fail, financial institutions risk falling victim to this statistic\\n&#8221;,&#8221;style&#8221;:&#8221;&#8221;,&#8221;author&#8221;:&#8221;Julien Antunes Mendes, Samuel Mahy, Xavier Mar\u00e9chal&#8221;},{&#8220;component&#8221;:&#8221;hc_button&#8221;,&#8221;id&#8221;:&#8221;f0sxQ&#8221;,&#8221;css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_styles&#8221;:&#8221;&#8221;,&#8221;icon&#8221;:&#8221;fa fa-file-pdf-o&#8221;,&#8221;style&#8221;:&#8221;square&#8221;,&#8221;size&#8221;:&#8221;btn-sm&#8221;,&#8221;position&#8221;:&#8221;left&#8221;,&#8221;animation&#8221;:false,&#8221;text&#8221;:&#8221;Get the E-book&#8221;,&#8221;link_type&#8221;:&#8221;classic&#8221;,&#8221;lightbox_animation&#8221;:&#8221;&#8221;,&#8221;caption&#8221;:&#8221;&#8221;,&#8221;inner_caption&#8221;:false,&#8221;new_window&#8221;:true,&#8221;link&#8221;:&#8221;https:\/\/pages.dataiku.com\/partner-ebook-reacfin-building-a-standardized-data-analytics-workflow&#8221;,&#8221;link_content&#8221;:[],&#8221;lightbox_size&#8221;:&#8221;&#8221;,&#8221;scrollbox&#8221;:false},{&#8220;component&#8221;:&#8221;hc_space&#8221;,&#8221;id&#8221;:&#8221;Zrt6R&#8221;,&#8221;css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_styles&#8221;:&#8221;&#8221;,&#8221;size&#8221;:&#8221;l&#8221;,&#8221;height&#8221;:&#8221;&#8221;},{&#8220;component&#8221;:&#8221;hc_text_block&#8221;,&#8221;id&#8221;:&#8221;QkNAd&#8221;,&#8221;css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_styles&#8221;:&#8221;&#8221;,&#8221;content&#8221;:&#8221;Want to go further? Hear Xavier Mar\u00e9chal, Samuel Mahy and Julien Antunes Mendes talk about standardization and improvements of Data Analytics projects:&#8221;},{&#8220;component&#8221;:&#8221;hc_space&#8221;,&#8221;id&#8221;:&#8221;wrVmA&#8221;,&#8221;css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_styles&#8221;:&#8221;&#8221;,&#8221;size&#8221;:&#8221;s&#8221;,&#8221;height&#8221;:&#8221;&#8221;},{&#8220;component&#8221;:&#8221;hc_button&#8221;,&#8221;id&#8221;:&#8221;Md6xf&#8221;,&#8221;css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_styles&#8221;:&#8221;&#8221;,&#8221;icon&#8221;:&#8221;fa fa-video-camera&#8221;,&#8221;style&#8221;:&#8221;square&#8221;,&#8221;size&#8221;:&#8221;btn-sm&#8221;,&#8221;position&#8221;:&#8221;left&#8221;,&#8221;animation&#8221;:false,&#8221;text&#8221;:&#8221;Watch the webinar&#8221;,&#8221;link_type&#8221;:&#8221;classic&#8221;,&#8221;lightbox_animation&#8221;:&#8221;&#8221;,&#8221;caption&#8221;:&#8221;&#8221;,&#8221;inner_caption&#8221;:false,&#8221;new_window&#8221;:true,&#8221;link&#8221;:&#8221;https:\/\/www.brighttalk.com\/webcast\/17108\/455017&#8243;,&#8221;link_content&#8221;:[],&#8221;lightbox_size&#8221;:&#8221;&#8221;,&#8221;scrollbox&#8221;:false}]}],&#8221;section_settings&#8221;:&#8221;&#8221;},&#8221;column_sABX6&#8243;:{&#8220;id&#8221;:&#8221;column_sABX6&#8243;,&#8221;main_content&#8221;:{&#8220;component&#8221;:&#8221;hc_button&#8221;,&#8221;id&#8221;:&#8221;f0sxQ&#8221;,&#8221;css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_styles&#8221;:&#8221;&#8221;,&#8221;icon&#8221;:&#8221;fa 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E-book&#8221;,&#8221;link_type&#8221;:&#8221;classic&#8221;,&#8221;lightbox_animation&#8221;:&#8221;&#8221;,&#8221;caption&#8221;:&#8221;&#8221;,&#8221;inner_caption&#8221;:false,&#8221;new_window&#8221;:true,&#8221;link&#8221;:&#8221;https:\/\/pages.dataiku.com\/partner-ebook-reacfin-building-a-standardized-data-analytics-workflow&#8221;,&#8221;link_content&#8221;:[],&#8221;lightbox_size&#8221;:&#8221;&#8221;,&#8221;scrollbox&#8221;:false}},&#8221;column_aTqKr&#8221;:{&#8220;id&#8221;:&#8221;column_aTqKr&#8221;,&#8221;main_content&#8221;:{&#8220;component&#8221;:&#8221;hc_space&#8221;,&#8221;id&#8221;:&#8221;Zrt6R&#8221;,&#8221;css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_styles&#8221;:&#8221;&#8221;,&#8221;size&#8221;:&#8221;l&#8221;,&#8221;height&#8221;:&#8221;&#8221;}},&#8221;scripts&#8221;:{},&#8221;css&#8221;:{},&#8221;css_page&#8221;:&#8221;&#8221;,&#8221;template_setting&#8221;:{&#8220;settings&#8221;:{&#8220;id&#8221;:&#8221;settings&#8221;}},&#8221;template_setting_top&#8221;:{},&#8221;page_setting&#8221;:{&#8220;settings&#8221;:[&#8220;lock-mode-off&#8221;]},&#8221;post_type_setting&#8221;:{&#8220;settings&#8221;:{&#8220;image&#8221;:&#8221;https:\/\/www.reacfin.com\/wp-content\/uploads\/2021\/03\/dataiku-ebook.jpg|354|777|100006553&#8243;,&#8221;excerpt&#8221;:&#8221;A Reacfin|Dataiku E-book about Building a Standardized Data Analytics Workflows\\n<br \/>\\n<a class=\\\"btn btn-sm\\\" style=\\\"margin-top:10px;\\\" href=\\\"https:\/\/pages.dataiku.com\/partner-ebook-reacfin-building-a-standardized-data-analytics-workflow\\\" target=\\\"_blank\\\">         <i class=\\\"fa fa fa-file-pdf-o\\\"><\/i>Get the 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Workflows&#8221;},&#8221;section_5ZtkF&#8221;:{&#8220;component&#8221;:&#8221;hc_section&#8221;,&#8221;id&#8221;:&#8221;section_5ZtkF&#8221;,&#8221;section_width&#8221;:&#8221;&#8221;,&#8221;animation&#8221;:&#8221;&#8221;,&#8221;animation_time&#8221;:&#8221;&#8221;,&#8221;timeline_animation&#8221;:&#8221;&#8221;,&#8221;timeline_delay&#8221;:&#8221;&#8221;,&#8221;timeline_order&#8221;:&#8221;&#8221;,&#8221;vertical_row&#8221;:&#8221;&#8221;,&#8221;box_middle&#8221;:&#8221;&#8221;,&#8221;css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_styles&#8221;:&#8221;&#8221;,&#8221;section_content&#8221;:[{&#8220;component&#8221;:&#8221;hc_column&#8221;,&#8221;id&#8221;:&#8221;column_vtfQF&#8221;,&#8221;column_width&#8221;:&#8221;col-md-12&#8243;,&#8221;animation&#8221;:&#8221;&#8221;,&#8221;animation_time&#8221;:&#8221;&#8221;,&#8221;timeline_animation&#8221;:&#8221;&#8221;,&#8221;timeline_delay&#8221;:&#8221;&#8221;,&#8221;timeline_order&#8221;:&#8221;&#8221;,&#8221;css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_styles&#8221;:&#8221;&#8221;,&#8221;main_content&#8221;:[]},{&#8220;component&#8221;:&#8221;hc_column&#8221;,&#8221;id&#8221;:&#8221;column_5ZtkF&#8221;,&#8221;column_width&#8221;:&#8221;col-md-12&#8243;,&#8221;animation&#8221;:&#8221;&#8221;,&#8221;animation_time&#8221;:&#8221;&#8221;,&#8221;timeline_animation&#8221;:&#8221;&#8221;,&#8221;timeline_delay&#8221;:&#8221;&#8221;,&#8221;timeline_order&#8221;:&#8221;&#8221;,&#8221;css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_styles&#8221;:&#8221;&#8221;,&#8221;main_content&#8221;:[{&#8220;component&#8221;:&#8221;hc_icon_list_simple&#8221;,&#8221;id&#8221;:&#8221;K48k7&#8243;,&#8221;css_classes&#8221;:&#8221;text-xs &#8220;,&#8221;custom_css_classes&#8221;:&#8221;&#8221;,&#8221;custom_css_styles&#8221;:&#8221;&#8221;,&#8221;rows&#8221;:[{&#8220;component&#8221;:&#8221;repeater_item&#8221;,&#8221;id&#8221;:&#8221;rm1mC&#8221;,&#8221;icon&#8221;:&#8221;fa fa-info-circle&#8221;,&#8221;text&#8221;:&#8221;Title : Building a Standardized Data Analytics Workflow: A Step-by-Step Guide for Financial Institutions, Illustrated with a Lapse Modeling Case Study&#8221;},{&#8220;component&#8221;:&#8221;repeater_item&#8221;,&#8221;id&#8221;:&#8221;deD1B&#8221;,&#8221;icon&#8221;:&#8221;fa fa-pencil&#8221;,&#8221;text&#8221;:&#8221;Authors : Julien Antunes Mendes, Samuel Mahy and Xavier Mar\u00e9chal&#8221;},{&#8220;component&#8221;:&#8221;repeater_item&#8221;,&#8221;id&#8221;:&#8221;tZRoV&#8221;,&#8221;icon&#8221;:&#8221;fa fa-calendar&#8221;,&#8221;text&#8221;:&#8221;Date : March 2021&#8243;},{&#8220;component&#8221;:&#8221;repeater_item&#8221;,&#8221;id&#8221;:&#8221;Vx5yA&#8221;,&#8221;icon&#8221;:&#8221;fa fa-bookmark&#8221;,&#8221;text&#8221;:&#8221;Reference : Reacfin E-Book Vol.1 2021&#8243;},{&#8220;component&#8221;:&#8221;repeater_item&#8221;,&#8221;id&#8221;:&#8221;5ZtkF&#8221;,&#8221;icon&#8221;:&#8221;fa fa-tags&#8221;,&#8221;text&#8221;:&#8221;Key words : Data Analytics \u2013 Lapse Modeling \u2013 Data [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":true,"template":"","format":"standard","meta":{"_exactmetrics_skip_tracking":false,"_exactmetrics_sitenote_active":false,"_exactmetrics_sitenote_note":"","_exactmetrics_sitenote_category":0,"footnotes":""},"categories":[9,38],"tags":[45,26,37,57],"class_list":["post-100006547","post","type-post","status-publish","format-standard","hentry","category-news","category-white-papers","tag-ai","tag-data-science","tag-machine-learning","tag-modeling"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - 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