{"id":742,"date":"2020-05-21T11:33:53","date_gmt":"2020-05-21T08:33:53","guid":{"rendered":"https:\/\/persona.qcri.org\/blog\/?p=742"},"modified":"2021-03-18T21:58:43","modified_gmt":"2021-03-18T18:58:43","slug":"apg-creating-personas-fast","status":"publish","type":"post","link":"https:\/\/persona.qcri.org\/blog\/apg-creating-personas-fast\/","title":{"rendered":"APG: Creating Personas FAST!"},"content":{"rendered":"<p><em>APG is a data-intensive system that <strong>rapidly<\/strong> creates rich personas representing customer segments by employing web\/social media \/ online analytics.<\/em><\/p>\n<p>Here is an example of an <a href=\"https:\/\/persona.qcri.org\/persona\/\" target=\"_blank\" rel=\"noopener noreferrer\">APG persona<\/a>.<\/p>\n<figure id=\"attachment_743\" aria-describedby=\"caption-attachment-743\" style=\"width: 866px\" class=\"wp-caption aligncenter\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-743\" src=\"https:\/\/i0.wp.com\/persona.qcri.org\/blog\/wp-content\/uploads\/2020\/05\/APG_persona_example.jpg?resize=866%2C605&#038;ssl=1\" alt=\"Example of an APG Persona\" width=\"866\" height=\"605\" srcset=\"https:\/\/i0.wp.com\/persona.qcri.org\/blog\/wp-content\/uploads\/2020\/05\/APG_persona_example.jpg?w=866&amp;ssl=1 866w, https:\/\/i0.wp.com\/persona.qcri.org\/blog\/wp-content\/uploads\/2020\/05\/APG_persona_example.jpg?resize=300%2C210&amp;ssl=1 300w, https:\/\/i0.wp.com\/persona.qcri.org\/blog\/wp-content\/uploads\/2020\/05\/APG_persona_example.jpg?resize=768%2C537&amp;ssl=1 768w\" sizes=\"auto, (max-width: 866px) 100vw, 866px\" \/><figcaption id=\"caption-attachment-743\" class=\"wp-caption-text\">Example of an APG Persona &#8211; from numbers to persona in <strong>hours<\/strong>! Or less!<\/figcaption><\/figure>\n<h2>How?<\/h2>\n<p>APG uses this online analytics data to identify customer behaviors, generates customer segments, and then enriches these customer segments with gender, age, and nationality appropriate names and pictures; customer loyalty rating, customer interests, product interactions, brand sentiment, and segment sizes <em><strong>rapidly<\/strong> <\/em>creating accurate and rich personas, &#8230; all done in a privacy-preserving process using only aggregated data.<\/p>\n<p><!--more--><\/p>\n<p>So, APG is an exceptionally <em><strong>rapid <\/strong><\/em>data-intensive system!<\/p>\n<h2>How fast?<\/h2>\n<p>How fast can APG create personas?<\/p>\n<p><strong>Here are benchmarks that we ran for a business with<br \/>\n24K products, 6.6M customers, and 156M customer engagement metrics.<\/strong><\/p>\n<p>APG can create accurate rich personas from this data in <strong>~3 hours!<\/strong><\/p>\n<h2>How responsive?<\/h2>\n<p>Interested in engaging APG but wondering about response times?<\/p>\n<p>Using the business numbers of our largest client (tens of thousands of products, millions of customers, tens of millions of engagement metrics and nearly four years of historical data) with a stable network, here are the response times for some of the major APG features using the average over 10 runs.<\/p>\n<ul>\n<li><strong>372 ms<\/strong> to generate a listing of your personas<\/li>\n<li><strong>1.268 s<\/strong> to display a single persona profile<\/li>\n<li><strong>360 ms<\/strong> to calculate the number of customers represented<\/li>\n<li><strong>181 ms<\/strong> to display what countries your personas are from<\/li>\n<li><strong>568 ms<\/strong> to compare one persona with another persona<\/li>\n<li><strong>2.77 s<\/strong> to display the products each personas interacts with<\/li>\n<li><strong>9.66 s<\/strong> to display chronology of your personas over time *<br \/>\n* four years of personas with interests by month<\/li>\n<li><strong>791.1 ms<\/strong> to predict if a product will resonate with your personas<\/li>\n<li><strong>342.2 ms<\/strong> to see what are your persona&#8217;s social media conversations<\/li>\n<li><strong>34.9 ms<\/strong> to filter your personas by characteristics<\/li>\n<\/ul>\n<p><strong>Many of these features are only available in a full stack system such as APG: data to metrics to personas!<\/strong><\/p>\n<p>APG is about &#8220;Data-intensive, Data-driven personas. Created Accurate, Created Fast.&#8221;.<\/p>\n<p><strong>We believe that better personas lead to better decisions, and better decisions lead to better results.<\/strong><\/p>\n<h2>Want to read more about APG?<\/h2>\n<h3>Read about our research<\/h3>\n<p>Jung, S., An, J., Kwak, H., Ahmad, M., Nielsen, L., and\u00a0Jansen, B. J.\u00a0 (2017) <a href=\"http:\/\/www.bernardjjansen.com\/uploads\/2\/4\/1\/8\/24188166\/jjansen_personas_chi2017.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">Persona Generation from Aggregated Social Media Data<\/a>. ACM Conference\u00a0Extended Abstracts\u00a0on Human Factors in Computing Systems 2017 (CHI2017). Denver, Colorado. p. 1748-1755. 6-11 May.<\/p>\n<h3>Contact me!<\/h3>\n<p>Dr. Jim Jansen, email: bjansen@hbku.edu.qa<\/p>\n","protected":false},"excerpt":{"rendered":"<p>APG is a data-intensive system that rapidly creates rich personas representing customer segments by employing web\/social media \/ online analytics. Here is an example of an APG persona. How? APG uses this online analytics data to identify customer behaviors, generates customer segments, and then enriches these customer segments with gender, age, and nationality appropriate names [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[4,16,37,15,2],"tags":[446,173,445,444,18,113,112,447,174,23,177],"class_list":["post-742","post","type-post","status-publish","format-standard","hentry","category-persona-analytics","category-persona-creation","category-persona-design","category-persona-system","category-personas","tag-apg","tag-auto-persona","tag-data-driven-persona","tag-data-personas","tag-data-driven-personas","tag-full-stack-persona-system","tag-person-system-evaluation","tag-persona-behaviors","tag-persona-generator","tag-persona-system","tag-user-persona-interview-questions"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>APG: Creating Personas FAST! &#8211; The Persona Blog<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/persona.qcri.org\/blog\/apg-creating-personas-fast\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"APG: Creating Personas FAST! &#8211; The Persona Blog\" \/>\n<meta property=\"og:description\" content=\"APG is a data-intensive system that rapidly creates rich personas representing customer segments by employing web\/social media \/ online analytics. 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