{"id":21124,"date":"2020-04-29T15:32:57","date_gmt":"2020-04-29T13:32:57","guid":{"rendered":"https:\/\/test.srlabs.it\/lefficacia-della-comunicazione-audiovisiva\/"},"modified":"2026-04-27T14:51:39","modified_gmt":"2026-04-27T12:51:39","slug":"lefficacia-della-comunicazione-audiovisiva","status":"publish","type":"post","link":"https:\/\/www.srlabs.it\/en\/lefficacia-della-comunicazione-audiovisiva\/","title":{"rendered":"The effectiveness of audiovisual communication"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-justify-content-center fusion-flex-content-wrap\" style=\"max-width:1497.6px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:2.88%;--awb-width-medium:100%;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom:40px;--awb-margin-top-small:0px;--awb-margin-bottom-small:12px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;text-transform:none;--fontSize:36;line-height:1.3;\">How to persuade people to &#8220;stay home&#8221; during the emergency period generated by Covid-19?<\/h3><\/div><div class=\"fusion-text fusion-text-1\"><p>Is it better to use an audiovisual message with &#8220;<strong>strong tones,<\/strong>&#8221; perhaps from an expert virologist (such as Roberto Burioni), while being interviewed by a famous TV host, so as to make the message more effective and incisive? Or better &#8220;<strong>calm tones<\/strong>&#8221; from a famous science popularizer (Alberto Angela), speaking in an &#8220;informal&#8221; setting? Or better &#8220;<strong>serious and institutional tones<\/strong>&#8221; from the political leader called to manage the crisis (the Honorable Giuseppe Conte)?  <\/p>\n<p>Ah, obviously, all in one minute! This was the time available to expose the participants to our small research in which three audiovisual messages, communicated by the three mentioned characters, of one minute each, were shown. <\/p>\n<p>The answer as to which video was most effective in terms of appreciation and &#8220;<strong>emotional responses<\/strong>&#8221; is presented by us at <strong><a href=\"https:\/\/www.srlabs.it\/\">SR Labs<\/a><\/strong>, together with our partner <a href=\"https:\/\/www.jungl.es\/\" target=\"_blank\">JUNGLES<\/a>, with whom we designed the research, which took place through a participation mode completely carried out online, in which we combined the results of the innovative technique based on the automatic analysis of emotional facial expressions with those of a short traditional questionnaire on appreciation.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-padding-top:50px;--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:2.88%;--awb-width-medium:100%;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-two\" style=\"--awb-margin-bottom:40px;--awb-margin-top-small:0px;--awb-margin-bottom-small:12px;\"><h2 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;text-transform:none;--fontSize:56;line-height:1.2;\">How the research took place<\/h2><\/div><div class=\"fusion-text fusion-text-2\"><p>In our research, <strong>34 people<\/strong> (mostly university students of the course in &#8220;Applied Cognitive Sciences to Ergonomics and User and Customer Experience,&#8221; at the Catholic University of Milan, students we thank together with all the other volunteer participants) were invited via an e-mail to participate in the study. Receiving a link, the participants comfortably opened from their own PC at home each of the three videos urging them to respect the &#8220;stay home&#8221; rule, from three very different characters: Roberto Burioni, Alberto Angela and Giuseppe Conte. <\/p>\n<p>Each of them, shown in random order (the order of presentation of the videos was random for each individual participant), communicated the need to respect the &#8220;stay home&#8221; rule during the COVID-19 epidemic emergency. Obviously the three videos are very different, so the research intends to highlight here the integrated approach of innovative technologies and traditional techniques to explore the impact of communication on people, without the possibility of generalizing the results given the smallness of the sample composed of 34 people.<\/p>\n<\/div><div class=\"fusion-text fusion-text-3\"><p>The objective of the questionnaire was <strong>to explore the level of appreciation, in terms of &#8220;verbal statements<\/strong>&#8220;.<\/p>\n<p>For this reason, some items asked each individual participant to put the <strong>three videos in order of preference, from the most liked to the least liked<\/strong>. Other items explored the participants&#8217; interests in terms of television programs. All items were presented after viewing the audiovisual messages, so as not to risk &#8220;anticipating&#8221; and thus influencing in any way the spontaneous emotional reaction to the three videos.  <\/p>\n<p>No other items were included in order to place greater emphasis on<strong> the possibility of demonstrating<\/strong>, in this research, <strong>the potential of integrating traditional techniques, such as questionnaires, with innovative technologies like those that detect and measure emotions through facial expression analysis<\/strong>, specifically in terms of &#8216;non-verbal expressions.&#8217; We emphasize this distinction to attempt to show how the match between &#8216;verbal statements&#8217; and &#8216;non-verbal expressions&#8217; opens up new research scenarios. <\/p>\n<p>But let us now begin to consider the results arising from <strong>the analysis of the short questionnaire<\/strong>.<\/p>\n<ul>\n<li>Alberto Angela was the most liked (18 out of 34 people);<\/li>\n<li>Roberto Burioni (12 out of 34 people);<\/li>\n<li>Giuseppe Conte (4 out of 34 people).<\/li>\n<\/ul>\n<p>From this, it is clear that, within the target group described, a preference emerges for the calm and informal tones of a scientific communicator who is highly regarded by public opinion, both compared to a virologist who bluntly explains why people must stay home, and to a political leader who must maintain the utmost seriousness within an institutional communication format.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-padding-top:50px;--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:2.88%;--awb-width-medium:100%;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom:40px;--awb-margin-top-small:0px;--awb-margin-bottom-small:12px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;text-transform:none;--fontSize:36;line-height:1.3;\">Understanding the why<\/h3><\/div><div class=\"fusion-text fusion-text-4\"><p>Up to this point, we have understood the &#8220;WHAT,&#8221; but not yet the &#8220;WHY.&#8221; To understand the why, neuroscience and experimental psychology come to our aid.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-five\" style=\"--awb-margin-top:40px;--awb-margin-bottom:24px;--awb-margin-top-small:0px;--awb-margin-bottom-small:12px;\"><h5 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;Inter Tight&quot;;font-style:normal;font-weight:600;margin:0;text-transform:uppercase;--fontSize:18;line-height:1.13;\">Neuroscience<\/h5><\/div><div class=\"fusion-text fusion-text-5\"><p>In fact, we know that, thanks also to the brilliant scientific research of Stephen Porges (a leading expert in neurophysiology) and his &#8220;<strong>polyvagal theory<\/strong>&#8220;, facial expressions represent direct reactions of the nervous system (similar to the psychophysiological ones reflected by the cardiac and respiratory systems, etc.).<\/p>\n<p>For this reason, facial expressions can be very useful for exploring spontaneous &#8220;non-verbal&#8221; reactions, alongside the &#8220;verbal&#8221; and more &#8220;rational&#8221; ones (meaning more reasoned and less spontaneous) collected through questionnaires.<\/p>\n<\/div><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-five\" style=\"--awb-margin-top:40px;--awb-margin-bottom:24px;--awb-margin-top-small:0px;--awb-margin-bottom-small:12px;\"><h5 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"font-family:&quot;Inter Tight&quot;;font-style:normal;font-weight:600;margin:0;text-transform:uppercase;--fontSize:18;line-height:1.13;\">Experimental Psychology<\/h5><\/div><div class=\"fusion-text fusion-text-6\"><p>With the theory of so-called &#8220;<strong>Fear Arousing Appeals<\/strong>,&#8221; a theoretical framework commonly used in communication campaigns when a message attempts to persuade audience members to adopt &#8220;healthier&#8221; behavior.<\/p>\n<p>For campaigns based on &#8220;negative emotions&#8221; (such as fear, but also other emotions like &#8220;sadness&#8221; in our case) to be more effective, they must induce a moderately high level of emotion following an inverted &#8220;U&#8221; pattern. This pattern begins with an increase in negative emotions until reaching a peak or &#8220;emotional apex,&#8221; which then subsides, resulting in a kind of final &#8220;relief&#8221; compared to the fear (or sadness) elicited at the beginning of the message.<\/p>\n<p>By providing solutions or explanations in the final part of the communication (also known in psychological jargon as &#8220;coping instructions&#8221;) that help reduce or avoid the threat underlying the negative emotions (fear or sadness), a sense of &#8220;relief&#8221; is elicited through the possibility of facing or managing the danger presented in the message, thereby also conveying the hope of being able to reduce or avoid the threat itself.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-3 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-padding-top:50px;--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:2.88%;--awb-width-medium:100%;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom:40px;--awb-margin-top-small:0px;--awb-margin-bottom-small:12px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;text-transform:none;--fontSize:36;line-height:1.13;\">Emotion Analysis<\/h3><\/div><div class=\"fusion-text fusion-text-7\"><p>Analyzing the <strong>emotions reflected in the participants&#8217; faces<\/strong> while watching the three videos\u2014given also the difficult general context caused by the Covid-19 emergency\u2014sadness is undoubtedly the most predominant emotion, at least in absolute values (after the neutral expression, which in all three videos is just over 80%, as the videos were not &#8220;designed to evoke emotion&#8221;):<\/p>\n<\/div><div class=\"fusion-text fusion-text-8\"><ul>\n<li>In <strong>Burioni&#8217;s<\/strong> video, the average is <strong>10%<\/strong>;<\/li>\n<li>In <strong>Conte<\/strong>&#8216;s video, the average is <strong>9%<\/strong>;<\/li>\n<li>In <strong>Angela<\/strong>&#8216;s video, the average is <strong>8%<\/strong>.<\/li>\n<\/ul>\n<\/div><div class=\"fusion-text fusion-text-9\" style=\"--awb-margin-top:40px;\"><p>To better understand these percentages, it must be kept in mind that every emotional expression (fear, anger, sadness, joy, etc.) reveals itself with a percentage ranging from 0% to 100%. An expression of joy at 100%, for example, might be manifested when a person finds out they have won the lottery! Obviously, apart from special cases, <strong>it is rare for people to show an emotional expression at its maximum intensity of 100%<\/strong>.  <\/p>\n<p>In the majority of cases, when people watch videos, they react with facial expressions that, taking joy as an example again, represent a &#8220;sketch&#8221; of an emotional expression (such as a hint of a smile), a precursor to expressions of joy. These reveal a slight satisfaction or contentment (what we psychologists also call &#8220;engagement&#8221;), rather than a full-blown expression of &#8220;joy&#8221; in the common sense of the term.<\/p>\n<p>For this reason, when we talk about emotions such as &#8220;joy&#8221; or &#8220;sadness&#8221; at 10%, <strong>we are referring to an expression that, in that second or those seconds, shows a hint of a facial muscle configuration that organizes itself to express that emotion slightly<\/strong> (i.e., at 10%) compared to what its maximum intensity of expression (100%) could be.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-4 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-padding-top:50px;--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:2.88%;--awb-width-medium:100%;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-7 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom:40px;--awb-margin-top-small:0px;--awb-margin-bottom-small:12px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;text-transform:none;--fontSize:36;line-height:1.13;\">Emotional Trends<\/h3><\/div><div class=\"fusion-text fusion-text-10\"><p>Now studying <strong>the progression of emotions<\/strong> during exposure to the various videos, we can see different &#8220;trends&#8221; (different &#8220;stories,&#8221; told in different ways):<\/p>\n<\/div><div class=\"fusion-text fusion-text-11\"><ul>\n<li>In <strong>Burioni\u2019s case, the percentage of fear remains constant at or above 10%<\/strong> from start to finish; it shows no changes, neither upward nor downward, throughout the entire 60-second clip.<\/li>\n<\/ul>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-5 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:10px 10px 10px 10px;--awb-width-large:100%;--awb-margin-top-large:90px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:90px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-video fusion-youtube\" style=\"--awb-max-width:1024px;--awb-max-height:576px;--awb-align-self:center;--awb-width:100%;\"><div class=\"video-shortcode\"><div class=\"fluid-width-video-wrapper\" style=\"padding-top:56.25%;\" ><iframe title=\"YouTube video player 1\" src=\"https:\/\/www.youtube.com\/embed\/6G_yxQc4OfU?wmode=transparent&autoplay=0\" width=\"1024\" height=\"576\" allowfullscreen allow=\"autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture;\"><\/iframe><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-6 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:2.88%;--awb-width-medium:100%;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-12\"><ul>\n<li>In <strong>Conte<\/strong>\u2019s case, it remains below 10%, <strong>around 8%<\/strong>, with <strong>the same flat trend, showing no downward or upward variations from start to finish.<\/strong><\/li>\n<\/ul>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-7 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:10px 10px 10px 10px;--awb-width-large:100%;--awb-margin-top-large:90px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:90px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-video fusion-youtube\" style=\"--awb-max-width:1024px;--awb-max-height:576px;--awb-align-self:center;--awb-width:100%;\"><div class=\"video-shortcode\"><div class=\"fluid-width-video-wrapper\" style=\"padding-top:56.25%;\" ><iframe title=\"YouTube video player 2\" src=\"https:\/\/www.youtube.com\/embed\/e4nbfhB23-8?wmode=transparent&autoplay=0\" width=\"1024\" height=\"576\" allowfullscreen allow=\"autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture;\"><\/iframe><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-8 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:2.88%;--awb-width-medium:100%;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-13\"><ul>\n<li>In <strong>Angela<\/strong>\u2019s case, however, we observe <strong>a continuously downward trend: it starts with values around 12% <\/strong>(at the beginning of the message, he says: &#8220;&#8230;we are going through a moment in history, it is not easy, I know&#8230;&#8221; and then adds, at the 5-second mark: &#8220;&#8230;we must stay at home&#8230;&#8221;, where one of the highest peaks in the percentage of sadness is revealed). Then, at about 20 seconds, it moves to average values of around 10%, and especially <strong>in the final part, there is a negative peak that reaches around 5%<\/strong>. In short, in Angela&#8217;s video, <strong>the negative emotion fades until it reaches its minimum in the concluding part.<\/strong> <\/li>\n<\/ul>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-9 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:10px 10px 10px 10px;--awb-width-large:100%;--awb-margin-top-large:90px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:90px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-video fusion-youtube\" style=\"--awb-max-width:1024px;--awb-max-height:576px;--awb-align-self:center;--awb-width:100%;\"><div class=\"video-shortcode\"><div class=\"fluid-width-video-wrapper\" style=\"padding-top:56.25%;\" ><iframe title=\"YouTube video player 3\" src=\"https:\/\/www.youtube.com\/embed\/WW1oxI_jc8U?wmode=transparent&autoplay=0\" width=\"1024\" height=\"576\" allowfullscreen allow=\"autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture;\"><\/iframe><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-10 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:2.88%;--awb-width-medium:100%;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-8 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom:40px;--awb-margin-top-small:0px;--awb-margin-bottom-small:12px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;text-transform:none;--fontSize:36;line-height:1.13;\">Trend of &#8220;Sad&#8221; Facial Expression (SAD)<\/h3><\/div><div class=\"fusion-text fusion-text-14\"><p>The chart below shows the trend of <strong>the &#8220;Sad&#8221; expression<\/strong> during the three videos, along with their respective &#8220;trend lines&#8221; (an algorithm that calculates the general direction, whether increasing or decreasing). Looking at the graph, it is possible to notice how <strong>the <span style=\"color: #16a455;\">green signal<\/span> (Angela) is the only one with a downward trend: sadness systematically decreases as the video progresses.<\/strong><\/p>\n<p>It starts above 10% and ends just above 6%; meanwhile, the other two signals (<strong>Burioni in <span style=\"color: #f03839;\">red<\/span>; Conte in <span style=\"color: #569fd7;\">blue<\/span><\/strong>) progressively increase in their average percentage (Burioni starts around 10% and ends exceeding 11%), revealing that there is, conversely, an increase in the percentage of sadness expressions. The x-axis represents time, based on the sampling rate (equal to 5 times per second: therefore, 60 seconds correspond to 300 samples). <\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-11 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:90px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:90px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element \" style=\"text-align:center;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-1 hover-type-none\" style=\"border-radius:10px;\"><img decoding=\"async\" width=\"866\" height=\"442\" alt=\"andamento espressioni sad linee di tendenza\" title=\"andamento_espressioni_sad_linee_di_tendenza\" src=\"https:\/\/www.srlabs.it\/wp-content\/uploads\/2025\/03\/andamento_espressioni_sad_linee_di_tendenza.jpg\" data-orig-src=\"https:\/\/test.srlabs.it\/wp-content\/uploads\/2025\/03\/andamento_espressioni_sad_linee_di_tendenza.jpg\" class=\"lazyload img-responsive wp-image-21125\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27866%27%20height%3D%27442%27%20viewBox%3D%270%200%20866%20442%27%3E%3Crect%20width%3D%27866%27%20height%3D%27442%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.srlabs.it\/wp-content\/uploads\/2025\/03\/andamento_espressioni_sad_linee_di_tendenza-200x102.jpg 200w, https:\/\/www.srlabs.it\/wp-content\/uploads\/2025\/03\/andamento_espressioni_sad_linee_di_tendenza-400x204.jpg 400w, https:\/\/www.srlabs.it\/wp-content\/uploads\/2025\/03\/andamento_espressioni_sad_linee_di_tendenza-600x306.jpg 600w, https:\/\/www.srlabs.it\/wp-content\/uploads\/2025\/03\/andamento_espressioni_sad_linee_di_tendenza-800x408.jpg 800w, https:\/\/www.srlabs.it\/wp-content\/uploads\/2025\/03\/andamento_espressioni_sad_linee_di_tendenza.jpg 866w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 1024px) 100vw, (max-width: 640px) 100vw, 866px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-12 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:2.88%;--awb-width-medium:100%;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-9 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom:40px;--awb-margin-top-small:0px;--awb-margin-bottom-small:12px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;text-transform:none;--fontSize:36;line-height:1.13;\">Trend of &#8220;Happy&#8221; Facial Expression (HAPPY)<\/h3><\/div><div class=\"fusion-text fusion-text-15\"><p>It is interesting, however, to once again consider the trend development regarding the &#8220;happy&#8221; emotion during exposure to the three videos:<\/p>\n<ul>\n<li><strong>Angela<\/strong>\u2019s video shows the most significant change; it starts very low (similar to the other two videos, between 1% and 2%) but increases as the video progresses. At the 23-second mark (when he states: &#8220;&#8230;friends can also meet through social media, books can be rediscovered&#8230;&#8221;), it exceeds 6-7%, reaching a peak in the final part of 10% (when Angela states: &#8220;&#8230;a person who saves another is a hero; but if that person saves a hundred, they are a nurse or a doctor&#8230;&#8221;). The relative trend line (in green, in the chart below) is the only one that climbs upward. <\/li>\n<li>Conte\u2019s video shows some upward trends specifically in the final few seconds (when he states: &#8220;&#8230;all together we will make it&#8230;&#8221;), but these are of a smaller magnitude and less pronounced; in fact, the relative trend line continues to decrease.<\/li>\n<li><strong>Burioni<\/strong>\u2019s video, after a slight hint of an increase in &#8220;happy&#8221; expressions at the 5-second mark, when he states &#8220;&#8230;this virus is not a flu&#8230;&#8221; and it exceeds 5%, remains completely flat for the rest. Consequently, the relative trend line is always slanted downward, and the video closes near 0%.\n<p>The chart below shows the three &#8220;Happy&#8221; signals for the three videos with their relative &#8220;trend lines&#8221;: only the one relating to Angela&#8217;s video rises with a rather steep &#8220;slope,&#8221; signaling a significant increase in the percentage of &#8220;Happy&#8221; expressions, especially at the end of the message.<\/li>\n<\/ul>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-13 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:90px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:90px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element \" style=\"text-align:center;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-2 hover-type-none\" style=\"border-radius:10px;\"><img decoding=\"async\" width=\"890\" height=\"406\" alt=\"andamento espressioni happy linee di tendenza\" title=\"andamento_espressioni_happy_linee_di_tendenza\" src=\"https:\/\/www.srlabs.it\/wp-content\/uploads\/2025\/03\/andamento_espressioni_happy_linee_di_tendenza.jpg\" data-orig-src=\"https:\/\/test.srlabs.it\/wp-content\/uploads\/2025\/03\/andamento_espressioni_happy_linee_di_tendenza.jpg\" class=\"lazyload img-responsive wp-image-21275\" srcset=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%27890%27%20height%3D%27406%27%20viewBox%3D%270%200%20890%20406%27%3E%3Crect%20width%3D%27890%27%20height%3D%27406%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-srcset=\"https:\/\/www.srlabs.it\/wp-content\/uploads\/2025\/03\/andamento_espressioni_happy_linee_di_tendenza-200x91.jpg 200w, https:\/\/www.srlabs.it\/wp-content\/uploads\/2025\/03\/andamento_espressioni_happy_linee_di_tendenza-400x182.jpg 400w, https:\/\/www.srlabs.it\/wp-content\/uploads\/2025\/03\/andamento_espressioni_happy_linee_di_tendenza-600x274.jpg 600w, https:\/\/www.srlabs.it\/wp-content\/uploads\/2025\/03\/andamento_espressioni_happy_linee_di_tendenza-800x365.jpg 800w, https:\/\/www.srlabs.it\/wp-content\/uploads\/2025\/03\/andamento_espressioni_happy_linee_di_tendenza.jpg 890w\" data-sizes=\"auto\" data-orig-sizes=\"(max-width: 1024px) 100vw, (max-width: 640px) 100vw, 890px\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-14 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:66.666666666667%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:2.88%;--awb-width-medium:100%;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-10 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-bottom:40px;--awb-margin-top-small:0px;--awb-margin-bottom-small:12px;\"><h3 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;text-transform:capitalize;--fontSize:36;line-height:1.13;\">Conclusions<\/h3><\/div><div class=\"fusion-text fusion-text-16\"><p>Towards the end, <strong>Alberto Angela&#8217;s video message<\/strong> conveys words aimed at showing the positive outcomes of adopting the new &#8220;stay at home&#8221; rule (this corresponds to the &#8220;relief&#8221; that also leads to the hope of reducing or avoiding the threat). These words are reflected in the participants&#8217; facial expressions, characterized by a &#8220;joy&#8221; configuration of 10%.<br \/>Therefore, a &#8220;sketch&#8221; or a hint of &#8220;joy&#8221;, nonetheless sufficient (thanks to the instrument&#8217;s sensitivity) to reveal greater satisfaction and engagement sparked by the message (explaining the famous &#8220;WHY&#8221; it was better liked), then reflects back on the levels of approval (the &#8220;WHAT&#8221; was better liked).<\/p>\n<\/div><div class=\"fusion-text fusion-text-17\"><p>Another interesting data point emerged when we divided the participants into two macro-age groups: <strong>young<\/strong> (under 25) and more &#8220;ag\u00e9e&#8221; (over 25). It is noted that the younger participants respond less intensely to the messages, while those over 25 show systematically more pronounced emotional intensities compared to the younger group.<\/p>\n<p>As mentioned, since the sample consisted mostly of university students, we were only able to compare about ten randomly selected young subjects with about ten over-25s (as the over-25 group numbered just over a dozen). Despite the small number of participants for each age group, different emotional reactions to the same audiovisual clip are already emerging based on the age group.<\/p>\n<\/div><div class=\"fusion-text fusion-text-18\"><p>One could continue for pages and pages, for example, by evaluating the difference between males and females or according to other factors, but we feel it is appropriate to reach our conclusions here. We hope to have demonstrated the contribution of <strong>automated facial expression analysis in deepening our understanding of why people may appreciate one audiovisual message more than another.<\/strong> It is not so much the prevalence of one emotion over another, but rather the dynamics of the trends, as learned by studying Angela&#8217;s video. In his case, we started with a predominant emotion of sadness equal to or even greater than the other two, only to see that same emotion of sadness systematically decrease, simultaneously making room for a new emotion of growing &#8220;contentment&#8221; and &#8220;satisfaction.&#8221;  <br \/>All of this can be applied to any type of video, in fact, to any type of experience, where the goal is to evaluate the effect in terms of emotional reactions capable of mediating the perception of liking\/approval.<\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-margin-top:43px;--awb-flex-wrap:wrap;\" ><div class=\"awb-background-mask\" style=\"background-image:  url(data:image\/svg+xml;utf8,%3Csvg%20width%3D%221920%22%20height%3D%22954%22%20fill%3D%22none%22%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%3E%3Cg%20clip-path%3D%22url%28%23prefix__clip0_58_766%29%22%20fill%3D%22rgba%28229%2C226%2C218%2C1%29%22%3E%3Cpath%20d%3D%22M1802.38%2073.292l-734.85%20424.264L1491.8%201232.4l734.84-424.262-424.26-734.846zM42.778-322.354L-169.354%2045.069l367.423%20212.132%20212.132-367.423L42.778-322.354zM649.936%20856.556l18.301-68.301%2068.302%2018.301-18.302%2068.301-68.301-18.301z%22%2F%3E%3C%2Fg%3E%3Cdefs%3E%3CclipPath%20id%3D%22prefix__clip0_58_766%22%3E%3Cpath%20fill%3D%22%23fff%22%20d%3D%22M0%200h1920v954H0z%22%2F%3E%3C%2FclipPath%3E%3C%2Fdefs%3E%3C%2Fsvg%3E);opacity: 0.8 ;transform: scale(1, 1);mix-blend-mode:normal;\"><\/div><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"max-width:1497.6px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-15 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.84%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-11 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"--awb-margin-top-small:0px;--awb-margin-bottom-small:12px;\"><h1 class=\"fusion-title-heading title-heading-left fusion-responsive-typography-calculated\" style=\"margin:0;--fontSize:80;line-height:1.2;\">Want to know more? 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Is it better to use an audiovisual message with &quot;strong tones,&quot; perhaps from an expert virologist (such as Roberto Burioni), while being interviewed by a famous TV host, so as to make the message more effective and incisive? 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