{"id":17625,"date":"2021-06-03T20:36:42","date_gmt":"2021-06-03T20:36:42","guid":{"rendered":"https:\/\/productcollective.com\/?p=17625"},"modified":"2021-06-04T14:39:04","modified_gmt":"2021-06-04T14:39:04","slug":"the-two-a-words-every-researcher-designer-and-pm-should-know","status":"publish","type":"post","link":"https:\/\/productcollective.com\/the-two-a-words-every-researcher-designer-and-pm-should-know\/","title":{"rendered":"The two \u201cA\u201d words every researcher, designer and PM should know"},"content":{"rendered":"<p><em>By Kristen Berman, CEO of Irrational Labs, and Lindsay Juarez, Senior Behavioral Scientist<\/em><\/p>\n<p>In 1931, Norman Maier asked participants in his University of Michigan lab to solve a puzzle that stumped most people. When they were out of ideas, Maier would \u201caccidentally\u201d brush a rope (part of the solution), setting it swinging. This nudged participants towards the right answer, but no one credited his move for the insight, later concluding that the answer just came to them.<sup>1<\/sup><\/p>\n<h3><span style=\"color: #ec3131;\">THIS IS KNOWN AS ATTRIBUTION ERROR<\/span><\/h3>\n<p>When we think about what prompts our behavior, we\u2019re quick to assume it\u2019s our personality or preferences. If you see someone trip, you first think they\u2019re clumsy \u2014 you attribute behavior to <em>internal<\/em> rather than <em>external<\/em> factors (you fail to consider other reasons they might\u2019ve tripped, such as the ground being uneven or their new shoes).<\/p>\n<p>This disconnect is often even more pronounced when considering others. When things go wrong for <em>you<\/em> (like you\u2019re running late to a meeting) you cut yourself some slack, noting the traffic and errand you had to run beforehand. But when you\u2019re the one waiting, it\u2019s easy to chalk it up to rudeness and lack of planning.<sup>2<\/sup><\/p>\n<h3>Why this matters for researchers, designers and PMs<\/h3>\n<p>Ever been annoyed at a housemate or spouse for failing to put away dishes, match tupperware, or recycle? You might think they don\u2019t care about you, don\u2019t care about the environment, or that they\u2019re lazy. But this is rarely the main factor motivating their actions. In reality, the specifics of their day (they were on a call, or were already late for something) were probably more salient.<\/p>\n<p>The same is true of your users. As a researcher, designer, or PM, the attribution error means<strong> you will likely underestimate how important the situation is when assessing your customer\u2019s behavior.<\/strong><\/p>\n<p>When you make an internal attribution, you often try to persuade someone to be better next time \u2014 in the case of the housemate who left dishes on the countertop, \u201cCan you please try to be more clean?\u201d In the case of your customer, you may attribute their lack of interest to not liking your product features.<\/p>\n<p>But if you recognize external factors, you <strong>design the system itself<\/strong> to be easier to operate within. For your housemates, you could buy a bigger recycling can or put it in a more prominent location. For your customers, you could consider building new integrations that remove the friction of signing up.<\/p>\n<p>Attributing behavior to <em>situations<\/em> vs. <em>personality<\/em> results in very different solutions. As a designer and researcher, this is a key bias to be aware of.<\/p>\n<h3>How do you design with the attribution error in mind?<\/h3>\n<p>First, don\u2019t assume that people\u2019s personality and preferences are fully dictating their actions. They may <em>want<\/em> to do something, but other factors get in their way.<\/p>\n<p>For example, if your company helps people get jobs (think Indeed or LinkedIn), you may assume candidates are not converting because they aren\u2019t ready to find a job or they feel your jobs aren\u2019t right for them. These are internal factors. This would lead you to develop better marketing emails or better matching algorithms to try to persuade them.<\/p>\n<p>Taking a \u201csituation\u201d lens would lead you to different conclusions. You\u2019d see that cover letters and resumes take a lot of work, require customization and feel high stakes. People want to apply, but may have to do this heavy lifting on their nights and weekends. This would lead you to develop features that streamline applications (LinkedIn\u2019s \u201cEasy Apply\u201d button). It may lead you to batch jobs that are similar, so people can customize one cover letter and apply to all similar jobs at the same time.<\/p>\n<p>As a researcher, PM or designer, we should be careful to avoid attribution errors\u2014they might lead us astray when designing new features.<\/p>\n<h3><span style=\"color: #ec3131;\">THE SECOND \u201cA\u201d: AFFECTIVE FORECASTING ERRORS<\/span><\/h3>\n<p>The job of a designer or researcher is to design for human behavior. To do this well, you need to predict what people will do. The problem? Our users (humans) often don\u2019t know what they will do. We usually <em>think<\/em> we\u2019ll behave and feel differently than we actually do. These faulty predictions are known as <strong>affective forecasting errors.<\/strong><\/p>\n<p>When we think about the future, we have a hard time shaking off the present. For example, right after a break-up, we\u2019re sure we\u2019ll be miserable forever; we forget that we\u2019ll meet new people, travel, find new hobbies and make new friends. We fail to consider how our changing situation in the future will affect us, and instead have tunnel vision in terms of how we feel right now.<\/p>\n<p>Projecting ourselves into the future can also lead to ambitious\u2014but unlikely!\u2014commitments. For example, you might want to cook healthy dinners more often, and feel great while flipping through cooking blogs on the weekend. But in the future, when it\u2019s the end of the workday, you\u2019ll be short on time, worn-out, and calling for takeout. While in hindsight it may be obvious, it was hard for you to predict that you\u2019d cave beforehand when you felt so motivated and certain.<\/p>\n<h3>Why does this matter to designers\/PMs\/researchers?<\/h3>\n<p>If you rely on surveys or focus groups to inform your design, you\u2019re vulnerable to making affective forecasting errors. When you conduct interviews with users, for example, people must predict how they <em>would<\/em> act (how they\u2019d feel, their own preferences) and how the situation would influence them. This, as discussed, is almost impossible.<\/p>\n<p>Instead, you can switch your energy and attention to look at how your users are actually behaving right now (not how they say they <em>would<\/em> behave). Then, you can conduct smart experiments to see if you can change their behavior.<\/p>\n<p>One of the best examples of this trial-based approach comes from the retail sector. It\u2019s common for big box stores like Best Buy to build \u201ctest stores\u201d that pilot new concepts and learn how customers actually behave. Best Buy CEO Corie Barry commented on redesigning four stores in the Twin Cities, \u201cwe aimed to test our hypothesis of stores as more primary fulfillment hubs.&#8221; It seems to have worked. Within 4 months, they expanded this model to 300+ stores. Could software startups try this? Imagine robust sandbox environments to pre-test features on real customers.<\/p>\n<p>And of course, you can also put energy into understanding already known psychological principles to make smart changes (and then measure their impact). These concepts make up the core of behavioral design\u2014and they\u2019re the basis of behavioral economics.<\/p>\n<p><em>Want to learn more about how you can apply behavioral insights to your product research and design processes? <a href=\"https:\/\/bebootcamp.com\">Take the Irrational Labs 8 week online bootcamp<\/a>. Use discount code TwoAs to get 20% off<\/em><\/p>\n<p>\u2014<\/p>\n<p style=\"font-size: 14px;\"><sup>1<\/sup>Maier, 1937. \u201cReasoning in Humans. II. The Solution of a Problem and Its Appearance in Consciousness.<\/p>\n<p style=\"font-size: 14px;\"><sup>2<\/sup>Malle, 2006. https:\/\/doi.apa.org\/doiLanding?doi=10.1037%2F0033-2909.132.6.895<\/p>\n<p>\u2014<\/p>\n<p>Irrational Labs helps companies design and grow products using behavioral economics insights. They have worked with product teams at Google, LinkedIn, Intuit, Microsoft, Anthem, Aetna, and hundreds of startups to drive behavior change. \u00a0<a href=\"https:\/\/bebootcamp.com\/\">Check out their Bootcamp.<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>By Kristen Berman, CEO of Irrational Labs, and Lindsay Juarez, Senior Behavioral Scientist In 1931, Norman Maier asked participants in his University of Michigan lab to solve a puzzle that stumped most people. When they were out of ideas, Maier would \u201caccidentally\u201d brush a rope (part of the solution), setting it swinging. This nudged participants [&hellip;]<\/p>\n","protected":false},"author":26,"featured_media":17628,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"inline_featured_image":false,"footnotes":""},"categories":[372],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>The two \u201cA\u201d words every researcher, designer and PM should know - Product Collective | Organizers of INDUSTRY: The Product Conference<\/title>\n<meta name=\"description\" content=\"In 1931, Norman Maier asked participants in his University of Michigan lab to solve a puzzle that stumped most people. 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