{"id":2684,"date":"2021-03-12T14:27:27","date_gmt":"2021-03-12T14:27:27","guid":{"rendered":"https:\/\/rosenfeldmedia.com\/advancing-research-2021\/?page_id=2684"},"modified":"2021-03-14T13:03:17","modified_gmt":"2021-03-14T13:03:17","slug":"ar2021-using-research-to-determine-unique-value-proposition-edgar-anzaldua","status":"publish","type":"page","link":"https:\/\/rosenfeldmedia.com\/advancing-research-2021\/ar2021-using-research-to-determine-unique-value-proposition-edgar-anzaldua\/","title":{"rendered":"AR2021-Using Research to Determine Unique Value Proposition (Edgar Anzaldua Moreno, Sniip)"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2685\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck601-300x167.png\" alt=\"\" width=\"477\" height=\"267\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck601-300x167.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck601-1024x572.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck601-768x429.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck601-1536x857.png 1536w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck601-600x335.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck601.png 1616w\" sizes=\"auto, (max-width: 477px) 100vw, 477px\" \/><\/p>\n<p>\u2014&gt; Hi my name is Edgar, and I&#8217;m here to help you figure out the Unique Value Proposition (UVP) of your research<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2686\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck602-300x176.png\" alt=\"\" width=\"477\" height=\"280\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck602-300x176.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck602-1024x602.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck602-768x451.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck602-600x353.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck602.png 1116w\" sizes=\"auto, (max-width: 477px) 100vw, 477px\" \/><\/p>\n<div>\u2014&gt; This talk is about how design thinking can be used to inform design research<\/div>\n<div><\/div>\n<div>\u2014&gt; Most importantly, how to do this with \u00a0a stakeholder-centric approach, since he believes research should be done the same way products are built, i.e. user-centric or delivering values<\/div>\n<p>&nbsp;<\/p>\n<div><\/div>\n<div><\/div>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2687\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck603-300x136.png\" alt=\"\" width=\"470\" height=\"213\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck603-300x136.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck603-1024x464.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck603-768x348.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck603-600x272.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck603.png 1156w\" sizes=\"auto, (max-width: 470px) 100vw, 470px\" \/><\/p>\n<p>\u2014&gt; Have done research as part of design manager role in past areas, and I worked with companies like Autotrader and Canon<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2688\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck604-300x147.png\" alt=\"\" width=\"480\" height=\"237\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck604-300x147.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck604-1024x503.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck604-768x377.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck604.png 1088w\" sizes=\"auto, (max-width: 480px) 100vw, 480px\" \/><\/p>\n<div>\u2014&gt; Before we start, ask yourself if you are Involved in creating research that is not used or misused, or people in your company are confused as to who your users are<\/div>\n<div><\/div>\n<div>\u2014&gt; Also, ask if you are a data nerd. If you are, you will enjoy this presentation<\/div>\n<p>&nbsp;<\/p>\n<div><\/div>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2689\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck605-300x170.png\" alt=\"\" width=\"520\" height=\"294\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck605-300x170.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck605-1024x581.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck605-768x436.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck605-600x340.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck605.png 1146w\" sizes=\"auto, (max-width: 520px) 100vw, 520px\" \/><\/p>\n<div><\/div>\n<div>\u2014&gt; This technique is based on a true story as I moved from quantitative to qualitative analysis to find out value within context of business model<\/div>\n<p>&nbsp;<\/p>\n<div><\/div>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2774\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/thecontext-300x160.png\" alt=\"\" width=\"471\" height=\"251\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/thecontext-300x160.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/thecontext-768x409.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/thecontext-600x319.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/thecontext.png 1000w\" sizes=\"auto, (max-width: 471px) 100vw, 471px\" \/><\/p>\n<div>\u2014&gt; I noticed when I joined past companies, no one was doing research, which indicated need for research<\/div>\n<div><\/div>\n<div>\u2014&gt; Or research was around but not being used<\/div>\n<ul>\n<li>\n<div>It was subcontracted to an agency, and mostly sat on people\u2019s computers, people would cherry pick insights and make wrong assumptions about the uses<\/div>\n<\/li>\n<\/ul>\n<div><\/div>\n<div>\u2014&gt; Stakeholders were also vocal that quality of research was not good<\/div>\n<ul>\n<li>\n<div>They didn\u2019t believe in data research provided or \u00a0they misunderstood data soruces<\/div>\n<\/li>\n<\/ul>\n<div><\/div>\n<div>\u2014&gt; As a rule, when stakeholders are excluded form how you produce research, all of these effects are likely to happen<\/div>\n<p>&nbsp;<\/p>\n<div><\/div>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2691\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck607-300x254.png\" alt=\"\" width=\"482\" height=\"408\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck607-300x254.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck607.png 546w\" sizes=\"auto, (max-width: 482px) 100vw, 482px\" \/><\/p>\n<div>\u2014&gt; UX also tends to be an expert design approach, with designers focusing on aesthetics<\/div>\n<div><\/div>\n<div>\u2014&gt; Research is treated as second priority, with product managers making generalizations about users, and not understanding a target audience<\/div>\n<p>&nbsp;<\/p>\n<div><\/div>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2692\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck608-300x248.png\" alt=\"\" width=\"501\" height=\"414\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck608-300x248.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck608-600x497.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck608.png 652w\" sizes=\"auto, (max-width: 501px) 100vw, 501px\" \/><\/p>\n<div>\u2014&gt; So I came up with research as product and felt if instead of doing research with intent of looking smart, we examined what stakeholders actually needed<\/div>\n<div><\/div>\n<div>\u2014&gt; We started doing user-centered design focused on stakeholders<\/div>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2693\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck609-300x188.png\" alt=\"\" width=\"484\" height=\"303\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck609-300x188.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck609-1024x640.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck609-768x480.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck609-600x375.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck609.png 1040w\" sizes=\"auto, (max-width: 484px) 100vw, 484px\" \/><\/p>\n<p>\u2014&gt; As a result, I had stakeholders who were engaged throughout the process<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2694\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck610-300x168.png\" alt=\"\" width=\"504\" height=\"282\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck610-300x168.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck610-768x429.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck610-600x335.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck610.png 988w\" sizes=\"auto, (max-width: 504px) 100vw, 504px\" \/><\/p>\n<div>\u2014&gt; For him, research as a product is something that is actionable, and usable<\/div>\n<ul>\n<li>\n<div>Right insight to stakeholders without interpretations<\/div>\n<\/li>\n<li>\n<div>Being stakeholder centric<\/div>\n<\/li>\n<\/ul>\n<div><\/div>\n<div>\u2014&gt; End consumer of my products are \u00a0the stakeholders<\/div>\n<div><\/div>\n<div>\u2014&gt; No deliverables, but my focus is on shared understanding and want to share it immediately<\/div>\n<p>&nbsp;<\/p>\n<div><\/div>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2695\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck611-300x148.png\" alt=\"\" width=\"525\" height=\"259\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck611-300x148.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck611-1024x506.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck611-768x380.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck611-600x297.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck611.png 1068w\" sizes=\"auto, (max-width: 525px) 100vw, 525px\" \/><\/p>\n<div>\u2014&gt; So I did this research at Canon and Autotrader, where stakeholders at both companies had conception that personas that needed to be produced were of a driver or a professional photographer<\/div>\n<ul>\n<li>\n<div>But we needed to focus on e-commerce aspect of journey of someone with that kind of background<\/div>\n<\/li>\n<\/ul>\n<div><\/div>\n<div>\u2014&gt; Since stakeholders were vocal about how they didn\u2019t believe in personas, I wanted to get personas accurate<\/div>\n<ul>\n<li>\n<div>But I was new, and didn\u2019t know where to start<\/div>\n<\/li>\n<li>\n<div>I also needed to find statistically valid numbers of people<\/div>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2696\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck612-300x166.png\" alt=\"\" width=\"524\" height=\"290\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck612-300x166.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck612-1024x566.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck612-768x424.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck612-600x331.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck612.png 1086w\" sizes=\"auto, (max-width: 524px) 100vw, 524px\" \/><\/p>\n<p>\u2014&gt; I built the roadmap above to help address these issues<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2697\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck613-300x153.png\" alt=\"\" width=\"505\" height=\"259\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck613-300x153.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck613-768x392.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck613-600x306.png 600w\" sizes=\"auto, (max-width: 505px) 100vw, 505px\" \/><\/p>\n<div>\u2014&gt; Focus was on finding active\/dormant\/future\/former users<\/div>\n<div><\/div>\n<div>\u2014&gt; Depending on business strategy, you might have to look at certain users more than other ones<\/div>\n<p>&nbsp;<\/p>\n<div><\/div>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2698\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck614-300x172.png\" alt=\"\" width=\"562\" height=\"322\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck614-300x172.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck614-1024x587.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck614-768x440.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck614-600x344.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck614.png 1044w\" sizes=\"auto, (max-width: 562px) 100vw, 562px\" \/><\/p>\n<p>\u2014&gt; So I created a survey and made clusters of data, but how to ask the right questions?<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2699\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck615-300x148.png\" alt=\"\" width=\"566\" height=\"279\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck615-300x148.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck615-1024x505.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck615-768x379.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck615-600x296.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck615.png 1128w\" sizes=\"auto, (max-width: 566px) 100vw, 566px\" \/><\/p>\n<p>\u2014&gt; Focused on design activity of proto-personas and a quintuple design thinking diamond<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2700\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck616-300x184.png\" alt=\"\" width=\"525\" height=\"322\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck616-300x184.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck616-1024x627.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck616-768x470.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck616-600x367.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck616.png 1094w\" sizes=\"auto, (max-width: 525px) 100vw, 525px\" \/><\/p>\n<div>\u2014&gt; I asked participants to create 3-5 personas with context of personas, the pain-points, goals,<\/div>\n<div><\/div>\n<div>\u2014&gt; Then, I shared the personas with stakeholders<\/div>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2701\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck618-300x172.png\" alt=\"\" width=\"506\" height=\"290\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck618-300x172.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck618-1024x588.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck618-768x441.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck618-600x345.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck618.png 1156w\" sizes=\"auto, (max-width: 506px) 100vw, 506px\" \/><\/p>\n<div>\u2014&gt; Concept form personas were collected in affinity map, and then each group was included in the question in the survey<\/div>\n<div><\/div>\n<div>\u2014&gt; Gave right coverage for survey, and prevented departmental bias<\/div>\n<p>&nbsp;<\/p>\n<div><\/div>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2702\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck619-300x214.png\" alt=\"\" width=\"601\" height=\"429\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck619-300x214.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck619-768x549.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck619-600x429.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck619.png 932w\" sizes=\"auto, (max-width: 601px) 100vw, 601px\" \/><\/p>\n<div>\u2014&gt; Both companies had over 500k users, and needed over 95% confidence level, so needed 384 responses<\/div>\n<div><\/div>\n<div>\u2014&gt; This would be a lot of data to organize manually<\/div>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2703\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck620-300x169.png\" alt=\"\" width=\"506\" height=\"287\" \/><\/p>\n<p>\u2014&gt; Clustered countries based on number of visits they had based on key word that was used to get to websites<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2704\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck621-300x176.png\" alt=\"\" width=\"527\" height=\"309\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck621-300x176.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck621-1024x600.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck621-768x450.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck621-600x351.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck621.png 1154w\" sizes=\"auto, (max-width: 527px) 100vw, 527px\" \/><\/p>\n<p>\u2014&gt; Needed to quantify it and realized whether average, and quantified data according<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2705\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck622-300x170.png\" alt=\"\" width=\"542\" height=\"307\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck622-300x170.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck622-1024x580.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck622-768x435.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck622-600x340.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck622.png 1420w\" sizes=\"auto, (max-width: 542px) 100vw, 542px\" \/><\/p>\n<div>\u2014&gt; Became more complicated when new values appeared, so we built a scale of 1-4 to classify life events<\/div>\n<div><\/div>\n<div>\u2014&gt; However, clusters were not great, and needed to figure out what went wrong<\/div>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2706\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck623-300x174.png\" alt=\"\" width=\"545\" height=\"316\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck623-300x174.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck623-1024x595.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck623-768x446.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck623-600x349.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck623.png 1356w\" sizes=\"auto, (max-width: 545px) 100vw, 545px\" \/><\/p>\n<p>\u2014&gt; Came up with idea to figure out typical age people went through life events, and then scaled ages from 0-5 and implemented clusters<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2707\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck624-300x169.png\" alt=\"\" width=\"540\" height=\"306\" \/><\/p>\n<div>\u2014&gt; Kept going with multiple options, and was created number of answers based on a combination, and volume from combination of answers<\/div>\n<ul>\n<li>\n<div>0 for least popular<\/div>\n<\/li>\n<li>\n<div>10 for most popular<\/div>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2708\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck625-300x170.png\" alt=\"\" width=\"632\" height=\"358\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck625-300x170.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck625-1024x580.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck625-768x435.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck625-600x340.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck625.png 1500w\" sizes=\"auto, (max-width: 632px) 100vw, 632px\" \/><\/p>\n<p>\u2014&gt; For non-quantifiable data, needed to be creative, so used years of expereicne to capture things like career background<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2709\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck626-300x152.png\" alt=\"\" width=\"659\" height=\"334\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck626-300x152.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck626-1024x520.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck626-768x390.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck626-600x305.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck626.png 1512w\" sizes=\"auto, (max-width: 659px) 100vw, 659px\" \/><\/p>\n<div>\u2014&gt; The more we told the story with numbers, the more the quality of the clusters improved<\/div>\n<ul>\n<li>\n<div>Non-linear clusters were more useful<\/div>\n<\/li>\n<\/ul>\n<div><\/div>\n<div>\u2014&gt; So how did we do this?<\/div>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2710\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck627-300x194.png\" alt=\"\" width=\"631\" height=\"408\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck627-300x194.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck627-768x497.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck627-600x388.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck627.png 974w\" sizes=\"auto, (max-width: 631px) 100vw, 631px\" \/><\/p>\n<div>\u2014&gt; I had 800 responses from surveys sent out , and used Python algorithm to consume all answers.<\/div>\n<div><\/div>\n<div>\u2014&gt; I then produced a correlation matrix to detect communities within the answers<\/div>\n<p>&nbsp;<\/p>\n<div><\/div>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2711\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck628-300x208.png\" alt=\"\" width=\"666\" height=\"462\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck628-300x208.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck628-768x533.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck628-600x416.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck628.png 946w\" sizes=\"auto, (max-width: 666px) 100vw, 666px\" \/><\/p>\n<div>\u2014&gt; Algorithm A said we compared each response against all others .<\/div>\n<ul>\n<li>\n<div>Sent arbitrary value of 0.8 to see if values were the same or not<\/div>\n<\/li>\n<\/ul>\n<div><\/div>\n<div>\u2014&gt; Filtered out all answers below 0.8<\/div>\n<div><\/div>\n<div>\u2014&gt; Began connecting lines to each other<\/div>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2712\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck629-300x176.png\" alt=\"\" width=\"662\" height=\"387\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck629-300x176.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck629-1024x600.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck629-768x450.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck629-600x351.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck629.png 1120w\" sizes=\"auto, (max-width: 662px) 100vw, 662px\" \/><\/p>\n<p>&nbsp;<\/p>\n<div>\u2014&gt; Kept going but problem faced was that they found only 270 response out of 20 clusters didn\u2019t exist.<\/div>\n<ul>\n<li>\n<div>20 different clusters<\/div>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2713\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck630-300x165.png\" alt=\"\" width=\"623\" height=\"345\" \/><\/p>\n<div>\u2014&gt; Instead, started looking at clusters for each correlation value with goals of finding highest correlation value with least amount of clusters<\/div>\n<div><\/div>\n<div>\u2014&gt; Got 385 responses<\/div>\n<p>&nbsp;<\/p>\n<div><\/div>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2714\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck631-300x179.png\" alt=\"\" width=\"608\" height=\"365\" \/><\/p>\n<div>\u2014&gt; Each circle in slide refers to a response, and correlation was line between clusters, and thickness showed weight of correlation<\/div>\n<div><\/div>\n<div>\u2014&gt; Size of response was how representative response was from group perspective<\/div>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2715\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck632-300x172.png\" alt=\"\" width=\"518\" height=\"297\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck632-300x172.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck632-1024x588.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck632-768x441.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck632-600x344.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck632.png 1498w\" sizes=\"auto, (max-width: 518px) 100vw, 518px\" \/><\/p>\n<p>\u2014&gt; Cluster\u2019s were described as number of sentence that could describe a user (Single with no kids, in suburban area)<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2716\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck633-300x173.png\" alt=\"\" width=\"486\" height=\"282\" \/><\/p>\n<div>\u2014&gt; After all this, realized this was just initial audience to interview, as we asked behavioral\/demographic data for the audience<\/div>\n<div><\/div>\n<div>\u2014&gt; Made 14 screeners<\/div>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2717\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck634-300x179.png\" alt=\"\" width=\"567\" height=\"340\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck634-300x179.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck634-768x459.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck634.png 1504w\" sizes=\"auto, (max-width: 567px) 100vw, 567px\" \/><\/p>\n<p>\u2014&gt; Created statistically valid information about the user base, and gave to stakeholders and the stakeholders were super happy<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2718\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck635-300x179.png\" alt=\"\" width=\"553\" height=\"332\" \/><\/p>\n<div>\u2014&gt; Had budget for 13 interviews, so planned number of interviews according to each cluster we had<\/div>\n<ul>\n<li>\n<div>Interviews were associated with highest cluster weight<\/div>\n<\/li>\n<\/ul>\n<div><\/div>\n<div>\u2014&gt; Semi-structured interviews focused on awareness, consideration, conversion, and advocacy<\/div>\n<ul>\n<li>\n<div>Were reported the same way<\/div>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2719\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck636-300x168.png\" alt=\"\" width=\"570\" height=\"319\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck636-300x168.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck636-1024x574.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck636-768x431.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck636-1536x861.png 1536w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck636-600x336.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck636.png 1602w\" sizes=\"auto, (max-width: 570px) 100vw, 570px\" \/><\/p>\n<div>\u2014&gt; \u00a0After all interviews, got 1300 sticky notes stuck on the wall,<\/div>\n<ul>\n<li>\n<div>A lot of info<\/div>\n<\/li>\n<li>\n<div>And hard to consume<\/div>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2720\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck637-300x163.png\" alt=\"\" width=\"573\" height=\"313\" \/><\/p>\n<p>\u2014&gt; So w reduced per cluster, with an affinity diagram to create a cluster narrative (a diary study written in way to detect pain-points and emotional states)<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2721\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck639-300x176.png\" alt=\"\" width=\"607\" height=\"356\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck639-300x176.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck639-1024x601.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck639-768x451.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck639-600x352.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck639.png 1496w\" sizes=\"auto, (max-width: 607px) 100vw, 607px\" \/><\/p>\n<p>\u2014&gt; From all of this, we found patterns across the response and if doing job could reduce demographic and behavioral clusters into emotional personas to identify a value proposition for the company<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2722\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck640-300x168.png\" alt=\"\" width=\"579\" height=\"324\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck640-300x168.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck640-1024x572.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck640-768x429.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck640-1536x859.png 1536w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck640-600x335.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck640.png 1592w\" sizes=\"auto, (max-width: 579px) 100vw, 579px\" \/><\/p>\n<div>\u2014&gt; Did this by looking at different attributes personas exhibited, and values for each attribute<\/div>\n<div><\/div>\n<div>\u2014&gt; Then looked for patterns to show what was together for one attribute to another<\/div>\n<ul>\n<li>\n<div>End of exercise had three personas<\/div>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2723\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck641-300x166.png\" alt=\"\" width=\"575\" height=\"318\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck641-300x166.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck641-1024x568.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck641-768x426.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck641-1536x851.png 1536w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck641-600x333.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck641.png 1620w\" sizes=\"auto, (max-width: 575px) 100vw, 575px\" \/><\/p>\n<p>\u2014&gt; Since they documented all pain points and goal, could then transform persona into a journey map<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2724\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck642-300x162.png\" alt=\"\" width=\"585\" height=\"316\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck642-300x162.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck642-1024x554.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck642-768x415.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck642-600x325.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck642.png 1076w\" sizes=\"auto, (max-width: 585px) 100vw, 585px\" \/><\/p>\n<div>\u2014&gt; Once journey map was set up, to see where people had pain points in car buying process \u00a0and goals per persona<\/div>\n<ul>\n<li>\n<div>Presented as opportunities for useres<\/div>\n<\/li>\n<\/ul>\n<div><\/div>\n<div>\u2014&gt; Written as opportunity hypotheses, prioritized based on volume of look-alikes, value of business, and ease of implementation<\/div>\n<ul>\n<li>\n<div>Could trace test cards within visitors<\/div>\n<\/li>\n<\/ul>\n<div><\/div>\n<div>\u2014&gt; Have three values and could prioritize what was needed<\/div>\n<p>&nbsp;<\/p>\n<div><\/div>\n<div><\/div>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2725\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck643-300x156.png\" alt=\"\" width=\"537\" height=\"279\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck643-300x156.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck643-1024x532.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck643-768x399.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck643-600x312.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck643.png 1094w\" sizes=\"auto, (max-width: 537px) 100vw, 537px\" \/><\/p>\n<div>\u2014&gt; Now, after looking at shared stories of value propositions, and reduced it to a working set, for what makes sense to work on<\/div>\n<ul>\n<li>\n<div>Set out another design thinking session, with a focus on a business model canvas<\/div>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2726\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck644-300x196.png\" alt=\"\" width=\"585\" height=\"382\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck644-300x196.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck644-1024x668.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck644-768x501.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck644-600x391.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck644.png 1316w\" sizes=\"auto, (max-width: 585px) 100vw, 585px\" \/><\/p>\n<div>\u2014&gt; Different boxes were for different kinds of information, and put cards written, and how value proposition can be delivered for a user segment<\/div>\n<ul>\n<li>\n<div>Had some variables in boxes, and interested in how different stakeholders would tackle problem<\/div>\n<\/li>\n<li>\n<div>Let us come up with solutions to same problem<\/div>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2727\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck645-300x165.png\" alt=\"\" width=\"571\" height=\"316\" \/><\/p>\n<div>\u2014&gt; To summarize quantitative track to figure out what needed to be done for survey, and coming up with survey population<\/div>\n<div><\/div>\n<div>\u2014&gt; Next, using population shown by algorithm to interview people, and break responses down into personas<\/div>\n<div><\/div>\n<div>\u2014&gt; Identify delivery of value proposition, then succeeded in delivering the value proposition<\/div>\n<p>&nbsp;<\/p>\n<div><\/div>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2728\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck646-300x167.png\" alt=\"\" width=\"495\" height=\"277\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck646-300x167.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck646-1024x571.png 1024w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck646-768x428.png 768w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck646-600x335.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck646.png 1108w\" sizes=\"auto, (max-width: 495px) 100vw, 495px\" \/><\/p>\n<div>\u2014&gt; Takeaways<\/div>\n<ul>\n<li>\n<div>Figure out if researchers design research the way they design their products<\/div>\n<\/li>\n<li>\n<div>Don\u2019t do research for researcher\u2019s sakes, and join several research methods with a purpose in mind<\/div>\n<ul>\n<li>\n<div>Don\u2019t just use research methods for the sake of research<\/div>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<div>Focus on stakeholders, and tell them stories they understand, and making them research hungry<\/div>\n<ul>\n<li>\n<div>Give room for interpretation in terms the users understand<\/div>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2729\" src=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck647-300x142.png\" alt=\"\" width=\"494\" height=\"234\" srcset=\"https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck647-300x142.png 300w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck647-600x283.png 600w, https:\/\/rm-media.nyc3.digitaloceanspaces.com\/wp-content\/uploads\/sites\/6\/2021\/03\/d2deck647.png 712w\" sizes=\"auto, (max-width: 494px) 100vw, 494px\" \/><\/p>\n<p>&nbsp;<\/p>\n<div><span style=\"text-decoration: underline\">Q&amp;A<\/span><\/div>\n<div><\/div>\n<ol>\n<li><span style=\"font-weight: 400\">\u201cAre there any methods your team uses to try to avoid bias being introduced into the persona creation process?\u201d<\/span><\/li>\n<\/ol>\n<div><\/div>\n<div>A: Haven\u2019t done it, but try to conscious about biases<\/div>\n<div>\n<ul>\n<li>\n<div>Be humble and challenge each other to allow work and being lucky an trying a lot<\/div>\n<\/li>\n<\/ul>\n<\/div>\n<div><\/div>\n<ul>\n<li>\n<div>Focus on building, measuring, and learning as much as they can<\/div>\n<\/li>\n<li>\n<ul>\n<li>\n<div>Also why focus on small deliverables, instead of big ones and presenting data<\/div>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<div><\/div>\n<div><\/div>\n<ol start=\"2\">\n<li>\n<div>How were demographics picked? Why did marital status matter?<\/div>\n<\/li>\n<\/ol>\n<div><\/div>\n<div>A: For company, noticed that people buy cars based on life-stage they are at<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u2014&gt; Hi my name is Edgar, and I&#8217;m here to help you figure out the Unique Value Proposition (UVP) of your research &nbsp; &nbsp; \u2014&gt; This talk is about how design thinking can be used to inform design research \u2014&gt; Most importantly, how to do this with \u00a0a stakeholder-centric approach, since he believes research should [&hellip;]<\/p>\n","protected":false},"author":334,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_seopress_robots_primary_cat":"","_seopress_titles_title":"","_seopress_titles_desc":"","_seopress_robots_index":"","footnotes":""},"class_list":["post-2684","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/rosenfeldmedia.com\/advancing-research-2021\/wp-json\/wp\/v2\/pages\/2684","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rosenfeldmedia.com\/advancing-research-2021\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/rosenfeldmedia.com\/advancing-research-2021\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/rosenfeldmedia.com\/advancing-research-2021\/wp-json\/wp\/v2\/users\/334"}],"replies":[{"embeddable":true,"href":"https:\/\/rosenfeldmedia.com\/advancing-research-2021\/wp-json\/wp\/v2\/comments?post=2684"}],"version-history":[{"count":6,"href":"https:\/\/rosenfeldmedia.com\/advancing-research-2021\/wp-json\/wp\/v2\/pages\/2684\/revisions"}],"predecessor-version":[{"id":3077,"href":"https:\/\/rosenfeldmedia.com\/advancing-research-2021\/wp-json\/wp\/v2\/pages\/2684\/revisions\/3077"}],"wp:attachment":[{"href":"https:\/\/rosenfeldmedia.com\/advancing-research-2021\/wp-json\/wp\/v2\/media?parent=2684"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}